SENTIMENT ANALYSIS OF RESPONSES FROM BENEFICIARIES TO LIVELIHOOD SUBPROJECTS IN ZAMBIA¶

Author: Nathan Namatama
Institution: Leibniz Institute of Ecological Urban and Regional Development and Technical University of Dresden
Year: 2024
Related Publication: The effects and impacts of livelihood activities and unplanned human settlement growth on greenspace and wetland landscapes in Zambia: A case of the three areas of the Pilot Programme for Climate Resilience (PPCR)

Purpose of the Analysis¶

The analysis is conducted on the data collection that was conducted in Zambia from 23rd July 2024 to 22nd September 2024. The primary data was collected using ArcGIS Survey123 application in an offline mode mostly in certain areas that did not have access to internet while those that ahd internet an online mode was used. The respondents were interviewed using a semi structured question and the responses were recorede in the application as they were responding to the questions.

The analysis is done in the framework of systems thinking of looking at deep leverage points in the governance for transformation of Social Ecologocal Systems so as to attain sustainable transfomation. The analysis is done in both qualitative and quantitatives (descriptions) to produce graphs and tables that are visualised within the jupyterlab notebook.

Table of Contents¶

  1. Importing Libraries
  2. Reading the Excel Table
  3. Missing values
  4. Deleting Columnns
  5. Renaming Columns
  6. Selection of Likert Scale Columns
  7. The Number of Responses
  8. Defined or Responses with Choices
  9. Description Statistics
  10. Reasons
  11. Specific Variables
  12. Converting the Notebook

1. Importing Libraries¶

The liberarries that are needed for conducting the analysis are installed and downloaded. They are as follows:

  • NLTK: For reading text and understanding it in a way that a human can do it
  • Re: For text manipulation and pattern matching
  • Pandas: For converting tables into a format understandable by the computer as well as visualisation
  • Numpy: For conducting statistical culculations
  • Matplotlib: For visualisation
  • Seabron: For visualisation
  • Io: For reading/writing binary and text data efficiently
  • Csv: For reading the csv files
  • Unicodeddata: For interacting with and analyzing Unicode characters
  • String: For language analysis, user input, or file processing
  • Plotly: For visualisation
  • Plot_Likert: For visualisation of likert scales
  • %matplotlib line: For visualisation within the jupyterlab notebook
  • Nbconvert: For converting to HTML format
  • WordCloud: For creating a word cloud
In [166]:
import nltk
import re
from collections import Counter
from nltk.probability import FreqDist
from nltk.corpus import stopwords
from nltk.stem import WordNetLemmatizer
from nltk.tokenize import sent_tokenize
from nltk.tokenize import word_tokenize
from nltk import sent_tokenize, word_tokenize, pos_tag
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import io
from io import StringIO
import csv
import unicodedata
import string
import plotly
import plotly.express as px
import plot_likert
from sklearn.model_selection import train_test_split
%matplotlib inline
import nbconvert
from nbconvert import HTMLExporter
import nbformat
from wordcloud import WordCloud
In [167]:
nltk.download('punkt_tab')
nltk.download('punkt')
nltk.download('stopwords')
nltk.download('wordnet')
[nltk_data] Downloading package punkt_tab to
[nltk_data]     C:\Users\nazin\AppData\Roaming\nltk_data...
[nltk_data]   Package punkt_tab is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data]     C:\Users\nazin\AppData\Roaming\nltk_data...
[nltk_data]   Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to
[nltk_data]     C:\Users\nazin\AppData\Roaming\nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
[nltk_data] Downloading package wordnet to
[nltk_data]     C:\Users\nazin\AppData\Roaming\nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
Out[167]:
True

2. Reading the Excel Table¶

The csv file is converted to a padas dataframe
The dataframe table is displyed with ALL columns and rows with cutting any

In [168]:
df = pd.read_csv(r"D:\DataAnalysis\Social_Survey_Questionnaire_for_Beneficiaries_0.csv")
pd.set_option('display.max_colwidth', None)
pd.set_option('display.max_rows', None)  
pd.set_option('display.max_columns', None) 
In [169]:
type(df)
Out[169]:
pandas.core.frame.DataFrame
In [170]:
df
Out[170]:
ObjectID GlobalID Logo_TUDresden Logo_IOER Name of Researcher: Nathan Namatama Email: n.namatama@ioer.de Logo The social survey questionnaire is meant to gather information on three things: •\t How social and ecological systems are managed: This includes understanding how communities and natural environments are governed. •\t How people's livelihood activities change the landscape: This looks at how different livelihoods impact the land, environment as well as the land use land cover change. •\t How nature-based solutions are put into practice: This explores how solutions that use natural processes and resources are implemented to address environmental and social issues. 1. Do you agree to take part in the above study? 2. Do you know that your participation is voluntary and you are free to withdraw anytime? 3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form? 5. Date 6. Ward Name 7. Sub Project Name 8. Type of Livelihood 9. Size (Lima) 12. Name of main project 13. Do you represent other beneficiaries? 14. How many beneficiaries do you represent? 15. Do you think that there is trust/collaboration among the group members in the management of Forests, Wetlands, National Game Parks and Biodiversity? 16. What reasons can you give for your answer above? 17. Do you think you would be able to self-organise for management of Forests, Wetlands, National Game Parks and Biodiversity in future? 18. What reasons can you give for your answer above? 19. Do you think the institutional structures for managing Forests, Wetlands, National Game Parks and Biodiversity need to change? 20. What reasons can you give for your answer above? 21. Who resolves a conflicts when it arises as you manage Forests, Wetlands, National Game Parks and Biodiversity? 22. Are there 'Champions' from where you can seek advice or that act as role models for management of Forests, Wetlands, National Game Parks and Biodiversity? 23. What reasons can you give for your answer above? 24. Do you think you can easily accept new knowledge and discard old knowledge on how to manage Forests, Wetlands, National Game Parks and Biodiversity? 25. What reasons can you give for your answer above? 26. Have you received any kind of training on the management of Forests, Wetlands, National Game Parks and Biodiversity? 27. What reasons can you give for your answer above? 28. Are there national policies that contradicts with the local rules (norms and values) on management of Forests, Wetlands, National Game Parks and Biodiversity? 29. What reasons can you give for your answer above? 30. Do you think you can easily accept new laws for the management of Forests, Wetlands, National Game Parks and Biodiversity? 31. What reasons can you give for your answer above? 32. Do you have the ability to interpret information from various sources for management of Forests, Wetlands, National Game Parks and Biodiversity? 33. What reasons can you give for your answer above? 34. What is your project about? 35. What values do you express when managing natural resources such as Forests, Wetlands, National Game Parks and Biodiversity? 36. Do you think your values can be changed in regards to managing nature such as Forests, Wetlands, National Game Parks and Biodiversity? 37. What reasons can you give for your answer above? 38. Do you think there are cultural aspects included in the management of Forests, Wetlands, National Game Parks and Biodiversity? 39. What reasons can you give for your answer above? 40. Do you think your views and beliefs are valued in the management of Forests, Wetlands, National Game Parks and Biodiversity? 41. What reasons can you give for your answer above? 42. What are some of the norms in the management of Forests, Wetlands, National Game Parks and Biodiversity? 43. Do you think the above mentioned norms can be changed? 44. What reasons can you give for your answer above? 45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity? 46. What reasons can you give for your answer above? 47. Do you think some cultural practices can be changed? 48. Do you consider cultural aspects when formulating the livelihood projects? 49. What reasons can you give for your answer above? 50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood? 51. Do you think there is need to measure indicators when managing landscapes? 52. How is your connection to nature like? 53. What reasons can you give for your answer above? 54. How long have you worked on this livelihood project? 55. Does your livelihood depend on the natural resources for a living? 56. Do you consider changing your livelihood strategy in future? 57. Do you think it is easier to change your livelihood practices? 58. Are you able to give reasons for your answer above in your ability to change your livelihood practices? 59. Have the ecosystem services reduced from the inception of the project in your ward? 60. Has the deforestation increased in the ward? 61. Do you think protected areas are a hindrance to your livelihoods? 62. Are there new livelihood projects that you think of that have never been implemented? 63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes? 64. Which livelihood is a major contributor to landscape transformation? 65. What reasons can you give for your answer above? 66. Which type of landscape do you depend on much for a livelihood? 67. What reasons can you give for your answer above? 68. Do you easily embrace new innovations especially a combination of social and ecological for Nature Based Solutions? 69. What reasons can you give for your answer above? 70. Are there clear responsibilities in the effective implementation of Nature Based Solutions in your project? 71. What reasons can you give for your answer above? 72. Do you think you can change your principles to fit into national policies? 73. What reasons can you give for your answer above? 74. Is there an increase in collaboration among the actors in decision making of the project activities? 75. What reasons can you give for your answer above? 76. Do you share your ideas on Nature Based Solutions with Universities, Collages and Training Institutes? 77. What reasons can you give for your answer above? 78. Do you think statistical information on weather and climate change (rainfall patterns, temperatures) is important for implementation of Nature Based Solutions? 79. What reasons can you give for your answer above? 80. Do you collaborate effectively in the sharing of information for decision making? 81. Do you think the information assists you in the planning and implementation of NBS? 82. Are there networks (associations, groups ….etc) or platforms that help in sharing of ideas and information? 83. Which media do you receive information from? 84. Do your experiences on the implementation of Nature Based Solutions help in the management of your projects? 85. Where do you get the knowledge on how to implement NBS? 86. Do you think livelihood support (such as small community loans) is important for operationalisation of Nature Based Solutions? 87. Are you able to self finance the Nature Based Solutions? 88. What reasons can you give for your answer above? 89. Do you think you have control over access rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 90. What reasons can you give for your answer above? 91. Do you think you have harvesting rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 92. What reasons can you give for your answer above? 93. Do you think you have marketing products rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 94. What reasons can you give for your answer above? 95. Do you think the agreements between the local community and the government are adequate for effective implementation of Nature Based Solutions? 96. What reasons can you give for your answer above? CreationDate Creator EditDate Editor Specify: Specify:.1 Specify:.2 Specify:.3 Specify:.4 Specify:.5 Specify:.6 Specify:.7 Specify:.8 Specify:.9 x y
0 1 b8330d48-b014-43e9-83ee-65e2eef11c4f NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/29/2024 8:04:00 AM Isamba ward Isamba coperatives Goat rearing 8to12Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert The area would have developed and the wildlife would have increased if there had been collaboration Strongly_Agree_Likert They can do it so that the generation that is coming after them can also emulate in looking after the social ecological system Strongly_Disagree_Likert The current institutions are fine they do not need to be changed Local_Authority_Conflict Strongly_Disagree_Likert there are no champions in the area to assist in been role models Strongly_Agree_Likert To know the knew nkowledge and apply in future for management of SES Strongly_Agree_Likert The Tralard has been traing them on how to keep animals, fish and trees Strongly_Disagree_Likert There is only one law from the goverment that manages SES Strongly_Agree_Likert He can accept as long as the new laws are in line with sustainable management of SES Strongly_Agree_Likert The information i get i normally use it to teach other people on the the managment of SES Animal_Rearing_About Solidarity_Nature_Express,Responsibility_Nature_Express,Care_Nature_Express Strongly_Agree_Likert The values cannot be changed because they are there to protect the SES Strongly_Disagree_Likert There are no beliefs but only the laws from the government Undecided_Likert He has never contributed any beliefs to any organisation or government for cosideration Harvesting_Period_Norms,Burning_Bush_Norms Strongly_Agree_Likert The government or the sub chief can change the above mentioned norms Disagree_Likert It has never happed before in his life time Undecided_Likert Strongly_Disagree_Likert There is no cultural history in the area Nature_Protection_Purpose Strongly_Agree_Likert Psychological_Connection,Material_Connection The animals can be used by the future generation as well 3to4Years_Long Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert If the SES are taken care of they can increase in number and bring income Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction The trees have been depleted and it has caused reduced rainfall Agriculture_Areas_Dependent He cultivates a large area of land so that some crops can be sold for a livelihood Strongly_Agree_Likert If the new innovations are important in the area were they are located they can be accepted if they help in managing the SES Strongly_Agree_Likert There are clear responsibilitie because they had been discussed and taught each other on how to operate Strongly_Agree_Likert Because the SES would be protected from people Strongly_Agree_Likert There were discussions and agreements among the project members that the projects can be done and completed Strongly_Disagree_Likert There has never been universities that come to discuss Strongly_Agree_Likert It reminds us of what the future will be like and plan for the project Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Field_Extension_Services_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge,WithinOurselves_GetKnowledge,LocalAuthority_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert He has kept goats before thus he can do it Strongly_Disagree_Likert There are laws like to get a license to go into the forest or park to cut trees or kill animals Strongly_Disagree_Likert He does not have the right to get in the forest or water body to harvest Strongly_Disagree_Likert There are laws in the marking of forests and wetlands Strongly_Agree_Likert The agreement helps protect them in managing the subproject 7/29/2024 5:47:25 PM n.namatama_ioer 12/8/2024 6:46:49 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.000000 0.000000
1 2 bb5a8756-5fa8-425b-b48e-590943d89688 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/29/2024 10:10:00 AM Isamba ward Misenga cooperative multipurpose society Goat rearing, Gardening, Fruit trees Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert They aggreed to the rules of the project through a percentage contribution to the project with the agrreemnt to the rules for the contribution to redu tion to climate hange Strongly_Agree_Likert The group or instition made can help him in the mamangement of tue projects Strongly_Agree_Likert The good parts of the institutions can be keept while those that are not okay can be changed Local_Authority_Conflict Strongly_Agree_Likert There champions that advice them what they should during the project implementation Strongly_Agree_Likert It cah help in growing tree because in the way the tree are at the momnt is diffrent from what it was back then Agree_Likert Tralard had given them training on how to keep animals and the impirtance of prevejting climTe change Undecided_Likert He does not the national policies thus no contribution NaN NaN Strongly_Agree_Likert The information help in the management of SES Animal_Rearing_About,Farming_About Responsibility_Nature_Express Agree_Likert They can be changed if they cause destruction to SES Agree_Likert Burning the bush in october may destroy the regereation of tree. Some animals may not have foood due to the fire that has cause or destroyed everything Agree_Likert They receive the advice but they do not implemet for views into practice Burning_Bush_Norms,Harvesting_Period_Norms Disagree_Likert The keeping of animals can bring problems in the area they are being keept like eating the other crops Strongly_Agree_Likert There is need to harvest trees when they have fully grown the same applies to biodiversity Strongly_Agree_Likert Strongly_Agree_Likert There is need to have power in what is being formulated so that there is ownership Nature_Protection_Purpose Strongly_Agree_Likert Philosophical_Connection,Psychological_Connection How the animals can be used as an example on how people should lead their life Greaterthan9Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert The SeS can be depleted thus there need to change to agriculture like goat rearing Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Because i have to clear the land for agriculture to plant crops hence the landscape change Wetlands_Dependent The catching of fish is the source of income in this area Strongly_Agree_Likert There are cooking stoves that help reduce on the ammout for cooki g have beeen recived Strongly_Agree_Likert This can help know others doing and it can be a learni g platform Strongly_Agree_Likert There some learns learnt on how to look after SES at the momment than some time ago when when thi gs were done abrutly Strongly_Agree_Likert This time there is yoo mucu work that is done as compared way back Strongly_Agree_Likert There are no school that teach in that nature of extent Strongly_Agree_Likert There is a change in information thst needs to be co sidered when msking decisions Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Field_Extension_Services_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge,WithinOurselves_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert I do not have adquate money thus with support i cannot do anything Strongly_Agree_Likert He does not have an organisation thst can help him in the area of control to access Strongly_Agree_Likert They are given by God thus he can go and catch fish Strongly_Agree_Likert Those are products of the governmet thus he does not have marketing rights Strongly_Agree_Likert The laws in the co munity can help the future general to see NBS and akso cann destroy our livelihhod if we destry them 7/29/2024 5:47:29 PM n.namatama_ioer 12/8/2024 7:25:18 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.000000 0.000000
2 3 4330fe39-a7c1-4c52-adf5-80b1ea153095 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/29/2024 12:13:00 PM Isamba ward Ninge Cooperative Goat Rearing, Agricuture-cassava Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert The work is completed without any hindrancies from other members Strongly_Agree_Likert There was a copoerative already before tralard come into the picture Strongly_Agree_Likert There has been some change in cooperatives institutions because people are taking interest in the cooperatives Ourselves_Conflict Strongly_Agree_Likert They are available but if they are called for help they need to be paid for the services they provide Strongly_Agree_Likert Education does not end thus new nkowledge brings new ways of mananging the SES Strongly_Agree_Likert The tralard officers taught us how to managed the subproject before the money was disbursed to committee Strongly_Disagree_Likert There are simmilar laws from the national to the ones that the loacl chiefs gives in the community Strongly_Agree_Likert If the new laws support sustainable managemet of SES,then change is accepted unlike those that hinder effective management which cannot be accepted Strongly_Agree_Likert The information can bring different and new infomation for managemet of forests and it can be from different places Farming_About,Animal_Rearing_About Responsibility_Nature_Express,Care_Nature_Express Strongly_Disagree_Likert There were a lot of natural resources a long time ago than today thus there is danger that the future generation might not find the natural resources Strongly_Disagree_Likert There has never been a message from the chief prohibiting the mismanagement of SES but there are only laws from the government Strongly_Agree_Likert They being looked especially tralad that sends people to trian beneficiaries Burning_Bush_Norms,Harvesting_Period_Norms Strongly_Agree_Likert The burning period can be changed to september bacause in august the grass is not yet dry while for harvesting perion it can remain like that Strongly_Disagree_Likert There are no customary practices that hinder sustainable management Strongly_Disagree_Likert Strongly_Disagree_Likert There are no cultural aspects Nature_Protection_Purpose,Ancestral_Shrines_Purpose Strongly_Agree_Likert Experiential_Connection Through experiments he gains knowledge on the management of forest 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Change is easier because he is the one who has decides to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction There would a reduction in the number of trees hence contributing to climate change Agriculture_Areas_Dependent,Wetlands_Dependent He depends much on agriculture the most than fish because the fish can be depleted Strongly_Agree_Likert The new things can help him know/learn about new things as well as improve livelihoods Strongly_Disagree_Likert There is need for lessons on the responsibilities Strongly_Agree_Likert He can change to new principles that bring sustainability on the management of SES Agree_Likert There has been an increase in the area of land under cultivation by the community an indicstion of collaboration Strongly_Agree_Likert There are no big universities that collabrate with him Strongly_Agree_Likert It helps in planning for the project as well as giving the indication on climate change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Field_Extension_Services_Receive,Community_Radio_Receive Strongly_Agree_Likert LocalAuthority_GetKnowledge Strongly_Disagree_Likert Strongly_Disagree_Likert There are challenges with finding money thus he cannot self finance the project Strongly_Disagree_Likert There are people who look after the trees in the protected areas Strongly_Disagree_Likert I do not have the rights to harvest Strongly_Disagree_Likert It belongs to the state Strongly_Agree_Likert There is more knowelge received when meeting people hence effective implemetation 7/29/2024 5:47:36 PM n.namatama_ioer 12/8/2024 6:48:13 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 29.628698 -11.663522
3 4 a65873e1-686d-4f03-973d-a4620eb9798b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes no 7/30/2024 6:13:45 AM Isamba ward Twikatene copperatives Goat rearing and Fish farming and garden of vegitable and onnoind Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert They are to work withbthe goverment and among them selves after they received the money fromnthe projrvt Strongly_Agree_Likert They regulations that she has learned gas made her gain capacity to be qble to do it without help Strongly_Disagree_Likert There are rules that she was taught that needvto be followed if they are changed thrn it will mean that there will destruction to thr environment Ourselves_Conflict,Central_Government_Conflict Strongly_Agree_Likert There are champions that teach them how to keep gooats and growing tree Strongly_Agree_Likert She can continue leqrning to acquire more skills for managemnt of SES Strongly_Agree_Likert There are traings that had been conducted from agriculture extension officesrs Strongly_Disagree_Likert There are no conflicts because the peole that teach us the they always tell us the same in regards of laws without contractions in thr laws Strongly_Agree_Likert Beacuse she had received laws from people from it she can contine to agree to many more new laws Strongly_Agree_Likert Becaise they are the ones who has the know of the laws thus without them we cannot know anything Animal_Rearing_About Care_Nature_Express Strongly_Disagree_Likert We are seeing how the climate is changing thus we cannot chqnge but to follow the regulations Strongly_Disagree_Likert There is nothing like but there is only restrictions in cutting downn tress Strongly_Agree_Likert There some activities that take place in thr project like building a chilcken run and it was accepted by tralad Harvesting_Period_Norms,Territorial_Divisions_Norms Strongly_Disagree_Likert They cannot change beliefs that have been made by the chief or the goverbment Strongly_Agree_Likert There are crop rotations made on the land when cultivating to ensure fertility of soil Strongly_Disagree_Likert Strongly_Agree_Likert At the time of getting the land for the project it comes with regulations Source_Income_Purpose Strongly_Agree_Likert Material_Connection To use some of them for income Greaterthan9Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Because my livelihood would improve Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Because it requires a huge land than the others like making charcoal Agriculture_Areas_Dependent Food is the main source of livelihood thus without it there is no way to earn a living Strongly_Agree_Likert They bring developement but theu have never received any Strongly_Agree_Likert As long as it is done with the whole group then it is possible Strongly_Agree_Likert As long as there are lessons given Strongly_Agree_Likert There is as long as the people are able to speak for thrmselves and agree to what is beeing discussed Strongly_Disagree_Likert There never been one before Strongly_Disagree_Likert They have reduecd as compared to a longbtime ago like there were lions unlike now Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Field_Extension_Services_Receive,Community_Radio_Receive Strongly_Disagree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert Before the projects theybdid not have money but now thay Strongly_Disagree_Likert We only have rights to take care of the natural resources as i need a lincese to acces Strongly_Disagree_Likert They are woned by government and i can be jailed Strongly_Disagree_Likert She does not have a lincense but she can only do that when she has a linceseThere Strongly_Disagree_Likert There are people with aggreements in the keeping of trees and they are able to harvrst but in our we do not have 7/31/2024 12:33:35 AM n.namatama_ioer 12/8/2024 6:25:19 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 29.441380 -11.549158
4 5 d9d192e3-225a-4e27-b439-a5b881a0e26e NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/30/2024 7:38:00 AM Isamba ward Changwena women club Chicken rearing ablnd an orchard Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Agree_Likert There are still doing the work that they were given by the government Agree_Likert Theybwork togather and learn from each another Agree_Likert There peole in the group they are not working to the upper limit because they do not have resourcess Ourselves_Conflict,Traditional_Authority_Conflict,Local_Authority_Conflict Strongly_Agree_Likert The agriculture exwtension they capacity build them as as forest nad tralard Strongly_Agree_Likert There are lessons that are already in progress Strongly_Agree_Likert The tralard taught them the impooratance of trees and wetlands Strongly_Disagree_Likert The rules are the same at all levels Agree_Likert We have to taught from time to time Agree_Likert The lessons are important to know howbto manage SES Animal_Rearing_About Responsibility_Nature_Express Strongly_Disagree_Likert Theyvcannot be changed because at the moment thats were we get income for livihood Strongly_Agree_Likert There chief gives rules on what to be done as well as there need to keep trees to minimise climate change Strongly_Agree_Likert The rules help them to look after the SES Harvesting_Period_Norms Strongly_Disagree_Likert They are being keept well thus no need to change because we might face problems if the government changed and it might introducr too.many restrictions Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We only follow what the chiefs and the government say Nature_Protection_Purpose Agree_Likert Philosophical_Connection,Psychological_Connection They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There has been things like climate change affecting us thus the thought to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals Forest_Dependent,Wetlands_Dependent The water is used for gardening and other things Strongly_Agree_Likert They are ready to accept because they some proved stones that they have learned to use Strongly_Disagree_Likert He does not know unless he is taught Strongly_Agree_Likert If there are new rules they can change as wel as if the process of change is acceptable Strongly_Agree_Likert There is always advice from the government and chief on how to manage thebforests Strongly_Disagree_Likert There is nothing but theu are need so that they can help them chnage in how theybthink about the SES Strongly_Agree_Likert We need to chenge because there are some problems at the moment Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert Some times we make choarcoal for income Strongly_Disagree_Likert They are protected by the goverent thus it cannot happen Strongly_Disagree_Likert They arevprotected by laws thus he canot do anything Strongly_Disagree_Likert They are protected by the goverent Strongly_Agree_Likert They are protected as long as the leaders talk about it and the community will foloow it 7/31/2024 12:33:38 AM n.namatama_ioer 12/1/2024 8:38:55 PM n.namatama_ioer NaN NaN NaN All cannot change except for hunting Only the protection of nature, the others are not important NaN NaN NaN When the people come they give us imformation NaN 29.441459 -11.549211
5 6 f880ede6-1bc7-4bf8-9728-fd44f81f51ef NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/30/2024 8:42:45 AM Isamba ward Luchindashi copperative Pig rearing and fish farming gardenning Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert They work togather in lookinh after the project Strongly_Agree_Likert The workntohather from the time it was created Strongly_Disagree_Likert The laws arevused tonprotect the SES Ward_Development_Committee_Conflict,Traditional_Authority_Conflict Strongly_Agree_Likert There is no one Strongly_Agree_Likert Because it would help me have knowledge on hoe to keep animals Agree_Likert Only one time from forest on how tobtqke care of trees Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert When there are laws there would be rrduction on desstruction of SES Strongly_Agree_Likert The lessons can give knowlege Animal_Rearing_About,Farming_About Solidarity_Nature_Express Strongly_Agree_Likert When the laws are changed they can cause destruction of SES Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The important for peotection of SES Burning_Bush_Norms Strongly_Disagree_Likert If there is change there can be destruction to SES Strongly_Disagree_Likert There is nothing Undecided_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Disagree_Likert Psychological_Connection There improvement in the sustainable management of forests 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert If there is new improvement like cooking stove we can change the way of livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture The agriculture activities involve cutting huge land Agriculture_Areas_Dependent That is a source of income as well as food for consumption Strongly_Agree_Likert There has never been any Strongly_Agree_Likert There is information on howbto keep trees, wiod animals Strongly_Agree_Likert As long as there are lessons Strongly_Agree_Likert Therevis always copperationnamong members Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert There are rules now as compared to long ago Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Field_Extension_Services_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert He does not have enough money to carry out proj3cts Strongly_Disagree_Likert They belong to the goverment Strongly_Disagree_Likert Belongs to the government Strongly_Disagree_Likert They are government property Strongly_Agree_Likert They government has the knoweldge thus it is better to follow them 7/31/2024 12:33:44 AM n.namatama_ioer 12/1/2024 5:33:05 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 29.441402 -11.549137
6 7 7943db1f-cdc7-4689-855c-ae7e10f6758f NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes no 7/30/2024 9:43:38 AM Isamba ward Sandwe Youth miitipurpose society Pigery and garden and fish ponds Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert There are things that arevfollowedbto the lattervwhile others not Strongly_Agree_Likert There are lessons as well as they have made strutures already Strongly_Agree_Likert There are lessons that been learned that cam used Ourselves_Conflict Strongly_Disagree_Likert There is no one Agree_Likert If the they were wrong they need to be stoped Agree_Likert The lessons were from tralard Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Therevare places like southern province that have cut trees have less rains compared to luapula Strongly_Agree_Likert He can also teach other people on the of SES Animal_Rearing_About,Farming_About Responsibility_Nature_Express Strongly_Disagree_Likert The current laws are okay buy only to make additions Strongly_Agree_Likert There are beliefs from the Chiefs or Traditional Authority that ensure protection of SES Strongly_Agree_Likert Because we are following them Harvesting_Period_Norms,Gathering_Norms Agree_Likert If there is change it can come with destruction Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection They are a source of income and for the future generation to see them NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There can be destruction of SES Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains Agriculture_Areas_Dependent The farming helps in sourcing of food Strongly_Disagree_Likert There is need to nkow more about it Strongly_Agree_Likert There people with diffrent talents that can be used im digferent roles Strongly_Agree_Likert There is need to learn so that thre is change Strongly_Agree_Likert If there is not agreement then there would be no proper collaboration because there has been from the wrong things that were done. Like cuuting done trees and killing wild animals using dogs Strongly_Disagree_Likert There is nithing Strongly_Agree_Likert There is good rainfail , good air for breathing and futture generation will see different variesbof trees Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert There was from tralad but the money is finished Strongly_Disagree_Likert They arev protected Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert Theyvarevprotectex Strongly_Agree_Likert The aggreemnet are connected from the top to bottom e.g from state to chiefs to the communit and they are connected to bring developmnet 7/31/2024 12:33:48 AM n.namatama_ioer 12/8/2024 5:10:16 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Radio station from Samfya TRALARD 29.441377 -11.549271
7 8 74a262f9-486b-470d-b6c7-f6c68ce3a308 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/30/2024 10:50:00 AM Isamba ward Lukatashi Pigery and gardening as well as forestry Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert All the members attend the meetings Strongly_Agree_Likert The groupbwas inexustence before the project Strongly_Agree_Likert There might a decrease in the amont of rainfall Ourselves_Conflict,Ward_Development_Committee_Conflict Strongly_Agree_Likert There are people from forest , fisheries and agrivulture the traim them howbto looknafter SES Strongly_Agree_Likert The poeple from the governmwntbhave experience thus the cannteach to learn new things Strongly_Agree_Likert We were trained by vertinery howbto look after pigs or admister medicine to them Strongly_Agree_Likert There is nothing Strongly_Agree_Likert They are ready to learn new things from anyone Strongly_Agree_Likert Theybcan help us plan Farming_About,Animal_Rearing_About Care_Nature_Express,Solidarity_Nature_Express Strongly_Agree_Likert There is need to cahnge because becaise at the mementbpeople just cutt down trees any how Undecided_Likert No answer Strongly_Agree_Likert They follow all the laws Harvesting_Period_Norms,Territorial_Divisions_Norms Strongly_Agree_Likert There is need to change because the SeS can be depleted Strongly_Agree_Likert You are allowed to cultivate an area for 3 years before shifting to another area Strongly_Agree_Likert Strongly_Agree_Likert There are rules that along the river banks, the trees do not need to cut down Source_Income_Purpose Strongly_Agree_Likert Material_Connection Source of income 3to4Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert There is need to change from cutting down to other activities Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture There are agriculture activities for food Wetlands_Dependent,Agriculture_Areas_Dependent That is a source of income Strongly_Agree_Likert They can reduce desyructionnto the forest or SES Disagree_Likert There has never been adquate lessons Strongly_Agree_Likert They can chqnge the bad behaivirs of burning tree for chaorcaol Strongly_Agree_Likert They all follow the laws as compared to long ago Strongly_Agree_Likert There is nothing Strongly_Disagree_Likert A long time ago there was just cutting down of trees anyhow Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert They keep fishbas an laternative livelihood Strongly_Disagree_Likert They are protected by the goverment Strongly_Disagree_Likert Protected by government Strongly_Disagree_Likert Protected by givwrnment Strongly_Agree_Likert If there is an agrrement people will follow it more like the law 7/31/2024 12:34:14 AM n.namatama_ioer 12/8/2024 6:24:49 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 29.441458 -11.549207
8 9 61fd5630-dec8-43dd-8c5d-f50bf33a685b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/30/2024 11:31:00 AM Isamba ward Kansalu coperative Fish farming and chicken rearing Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert There projectvactivities are going on well due copperatiom Strongly_Agree_Likert There is copertaion Strongly_Disagree_Likert There danger the the new will destroy the environmeny Ward_Development_Committee_Conflict Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert There might be new things that might come out of the lessons Strongly_Agree_Likert There lessons from tralard, forest, fisheries on howbto manage SES Strongly_Disagree_Likert There is only laws from the government Strongly_Agree_Likert They have receide laws before Strongly_Agree_Likert Knowledge can be transfered to other people Animal_Rearing_About Solidarity_Nature_Express Strongly_Disagree_Likert They should not change because the animalsbwill be depletedt Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They are still working on the project Harvesting_Period_Norms Strongly_Disagree_Likert Future to have access to the resources Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection It is a source of income 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There is need to change to activities that do not destroy the environment Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction There is no electricity thus a huge demand for energy Agriculture_Areas_Dependent Thats a source of income Strongly_Agree_Likert It would help to protect the SES Strongly_Agree_Likert So that that the furture genarationncan find them Agree_Likert As long as there is a different method to raise money Agree_Likert There rules in place that are folowed by everyone Strongly_Disagree_Likert There never been here Strongly_Agree_Likert A long time there were a lot of trees as compared to today as well as the drying of rivers Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert If they have not done farming then they will not have income Strongly_Disagree_Likert It is only the givernment Strongly_Disagree_Likert It is only the government Strongly_Disagree_Likert It is only the government Strongly_Agree_Likert The agreemnt are importment because they give confidence to both partie 7/31/2024 12:34:27 AM n.namatama_ioer 12/8/2024 6:50:12 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 29.441432 -11.549209
9 10 2f40f9a3-9050-4b90-8d53-53e6a5641449 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 7/30/2024 12:27:55 PM Isamba ward Musaba coperative Chicken rearing and garden, oranges Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert There is a lot of committement Strongly_Agree_Likert The cooerative was in existence before tralard Strongly_Disagree_Likert If the there is change the SES can get destroyed Central_Government_Conflict Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert There new nkowledge is important to now how to take care of SES that are changing Strongly_Agree_Likert We training from tralard Strongly_Disagree_Likert Therevis nothing Strongly_Agree_Likert In learning it brings new knowledge how to manage trees to that the managed is done properlybwithout destroying the SES Strongly_Disagree_Likert New knowlesge is important in the manahement of SES Animal_Rearing_About,Farming_About Responsibility_Nature_Express Strongly_Agree_Likert There need to have laws that protect the SES more than now Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert There projects they are implementatingbthrough the lessons the receive as well as their commitments Food_Taboos_Norms Strongly_Disagree_Likert There no need to change because the knowledge is adquate Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Philosophical_Connection They should be kept for future generation to what is there 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert They can be changed through learning Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture It is for agriculture purposes that brings income Agriculture_Areas_Dependent It is a source of livelihood Strongly_Agree_Likert As long as the new invation it easy to use Strongly_Agree_Likert There learsons that were conducted Strongly_Agree_Likert The lessons ot knowledge can help in changing Strongly_Agree_Likert There is coordination because they are qble to share tasks among there is themselved Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert It is because of new lessons we get Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert There is no money unless they are given Strongly_Disagree_Likert They are protected by the government Strongly_Disagree_Likert Protected by GRZ Strongly_Disagree_Likert Protected by GRZ Strongly_Agree_Likert The agreement means that the things will be kept well due to consent from both partiest 7/31/2024 12:34:31 AM n.namatama_ioer 12/1/2024 2:41:56 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 29.441375 -11.549258
10 11 3302d83a-8290-45a9-8fb9-07be93431161 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/2/2024 6:13:00 AM Moofwe ward Natumone men and women famers group Fish,pig farming as well as orchard and garden Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Agree_Likert There is coordination among theselves an example is the building they built from the Project. They implemented project like fish farming, borehole and orcahrd Strongly_Agree_Likert There can make plans because of the climate cahnge that is affecting them Strongly_Disagree_Likert If the laws are cahnged there 8s danger of destruction of the SES and the new lawsxmight not be under stoood as well as bring conflicts in the management of SES Ourselves_Conflict,Traditional_Authority_Conflict Strongly_Agree_Likert Fishers,vertinary, agriculture extension officers normmally come to train them. There is a person within the community that helps them in form of advise to farming acctivities who has been doing the cativities with any support form Tralard Strongly_Agree_Likert If there no lesons there is no way we we can learn who to keep animals as well as do farming. Alll in all it about knowledge of managing the SES Strongly_Agree_Likert We learnt that we do not ned to cut trees along the river as well as to put poison in the river. We also learnt of not cuting the trees because they provide good air for good health Strongly_Disagree_Likert The laws are the same Strongly_Agree_Likert There are things like that projects to remove air carbon monoxide from the trees that have beenaccepted by the community. This help them to keep the tree without cutting because it is a source of income Disagree_Likert We do not have thing for measuring the indicators but through observation we are able to detremine the temperatures and ra8nfall periods Animal_Rearing_About,Farming_About,Nature_Protection_About Others_Express Strongly_Disagree_Likert There can just be additions to the current laws than changing them Strongly_Agree_Likert The Headpersons and Chiefs have laws that protect the fish by following the harvesting period as well as not allowing the cutting down of trees Strongly_Agree_Likert Becaues always we are found at the site where we work from and monitor everyday and we eager to do more work than is currently undertaken Harvesting_Period_Norms,Hunting_Norms,Fishing_Norms,Pastoralism_Norms Strongly_Disagree_Likert If there management norms that contract proper management of of SES they would be depleted thus preventing the furture generetion from meeting their needs Strongly_Disagree_Likert There is no cultural history within the community except from the governmnet Strongly_Agree_Likert Strongly_Disagree_Likert The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects Source_Income_Purpose,Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Thats were we get income as well as for example cattle we use it for cultivating 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Because everything we use comes from natural resources like tree for building, animals for proteins Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants Agriculture_Areas_Dependent It is where income comes from for a living Strongly_Agree_Likert We are still waiting for some innovation like for removing carbon monoxide from trees as a source of income Strongly_Agree_Likert The lessons can help us take care of SES which would help us in our livelihoods. For instance we sold pigs to other people as well sa our group has given soft loans to the community Strongly_Agree_Likert Lessons can help us learn new that we never new about Strongly_Agree_Likert There is coornattion because we have applied for more funding from Tralard in addition, we mada an addition of a fish from what tralard gave as welll giving soft loans of 25 pigs in the community Strongly_Disagree_Likert There is non Strongly_Agree_Likert If we do not know the weather parten then it would be diffult to lmplemt projects Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert The income is very little from maize cultivation which not not mecahnised Strongly_Disagree_Likert We do not have papers for huting animals because they are are protected in the game parks Strongly_Disagree_Likert We do not have lincese Strongly_Disagree_Likert Protected by the government Strongly_Agree_Likert If there is agrreemeent there wouuld be foolowing of the same infomation and the same rules in the are on how to mange the SES 8/3/2024 5:23:39 AM n.namatama_ioer 12/8/2024 5:09:40 PM n.namatama_ioer NaN NaN Not burning the bush anyhow because the fertility would be destroyed, there should be afforestation, cutting down trees destroys the habitation of animals NaN NaN NaN NaN NaN NaN NaN 28.807295 -9.610679
11 12 93415442-4646-4d7a-8e55-c49f6bf5ed95 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/2/2024 7:46:02 AM Moofwe ward Natwange start group Chicken and goat rearing Greaterthan16Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert There is is too much cordination in terms of looking after SES in the area Strongly_Agree_Likert The tralard project will come to end thus we work by inceasing the size of garden or the size the building for keeping chickens Strongly_Agree_Likert They can be changed as long they thry di not harm ghe environmwnt Ourselves_Conflict,Local_Authority_Conflict,Central_Government_Conflict Strongly_Disagree_Likert There is one person who was trained who teachers other people in the area Strongly_Agree_Likert If there lessons the knowledge will help us to take care of trees that would be used by the future genration as well Strongly_Agree_Likert The trainingx wre done three time from vertinary, forestry and fisheries Strongly_Disagree_Likert The lawx ard the same Strongly_Agree_Likert There is easy because we are even currently uxing some laws at the moment Strongly_Agree_Likert There information that we receuve about soil erosion vorm aggri ult that helps us in the plannting ov of crops Animal_Rearing_About,Farming_About Responsibility_Nature_Express Strongly_Agree_Likert As long as there is change becauze the government has changed it Strongly_Agree_Likert There places (landscapes) that that are only for the chiefs like those parcels of lands that are near the river which can not be given to anyone Strongly_Agree_Likert Becauze they know that it will bring development and thats the reasons that the grpups were made Harvesting_Period_Norms,Fishing_Norms Strongly_Agree_Likert If they are not keept well there is need to chqnge because if they are not keept well the future generation might not find the resources thus the need to change Strongly_Agree_Likert There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush Strongly_Disagree_Likert Strongly_Agree_Likert There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If we had kept well the projects like chicken and goats that would help to not depend on the natural resources Strongly_Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation Agriculture_Areas_Dependent It helps us cultivate cassava and maize, there is not much fishing activity Strongly_Agree_Likert We cannot stay on the same page because the laws normaally change hence the to need as well Strongly_Agree_Likert There are lessons as well as we have seen that there is climate change through high temperatures and hnge in periods and amount of rainfall Strongly_Agree_Likert As long we work in the project as long as also that are not inthe projects are included and we stop depending on the the natural resources Strongly_Agree_Likert There is always agrreement in groups and focus on what we want to achieve as a group throuhg copleration among ourxelves Strongly_Agree_Likert There are no lessons from the university Strongly_Agree_Likert The forests and water bodies ard not the same as they were a long ago there has been a change in reduction Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert There is a saving group that asists them that helps cushion their livelihood Strongly_Disagree_Likert The forests are protected by the government and the projects are to reduced depency on natural resources Strongly_Disagree_Likert Protected by the governmentprotected Strongly_Disagree_Likert Protected by the government Strongly_Agree_Likert There is need to agree on the importance of not destrying the environment for the future generation as working togather when there is an greement 8/3/2024 5:23:46 AM n.namatama_ioer 12/8/2024 6:34:06 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 28.809670 -9.607207
12 13 5a8b0f0c-c836-40dd-afb3-0c1a34a99301 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/2/2024 9:20:07 AM Moofwe ward Mi hile community group Fish farming 12to16Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert We work togather for for the common goal Strongly_Agree_Likert There are posibilities that we can make more fish ponds qpart ffom the ones from tralard Disagree_Likert They are not supposed ot change if there is change the would be destruction to the environment Ourselves_Conflict Strongly_Agree_Likert There are departments from fisheries, forestry, vertnary who come to give us advise. There is one who was train who normally advises other on how to carry kut qctivities Strongly_Agree_Likert The lessons need to be such a way that they would help in management of the forest after the lesson we would have the capacity to manage the SES Strongly_Agree_Likert There has been lessons form tralard in regards to climate change of weather and soil contexture Strongly_Disagree_Likert There always go togather and there are no diffrencies Strongly_Agree_Likert They an be of help interms of not destroying the the environment throuhg cutting down of tree Strongly_Agree_Likert They help in planning what kind of livelihood to implement Other_About Responsibility_Nature_Express Strongly_Disagree_Likert If the is change it will come with destruction to the environm3nt and SES Strongly_Disagree_Likert There is is nothing Strongly_Agree_Likert There is always working yogather with other members from the group Burning_Bush_Norms Strongly_Disagree_Likert There people incharge of the forrst , game animals have la2s that are adquate that need not to be changed Strongly_Agree_Likert There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose,Source_Income_Purpose Strongly_Agree_Likert Other_Connection There is need to keep the fish for instance fish in the ponds so that they do not get extinct 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Through the fish ponds of our project Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires They burn down the trees that were about to shoot up Agriculture_Areas_Dependent From farming we obtain food for consumption at household level Strongly_Agree_Likert It is because they bring developmeng in the area NaN There are different laws from diffren departs such as hav3rsting perion as as the havestin period Strongly_Agree_Likert We can hange so that we qre i line with want the goverment wis saying or wants Strongly_Agree_Likert There is working togather and when a meeging everyone comes to attend it Strongly_Agree_Likert Th3re is noyhing Strongly_Agree_Likert It is important for planning because i somd parts of the country had more rain than others Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert Hoping that in the near fugure there will money avaible for the aunless ctivity Strongly_Disagree_Likert Unless we get a linsece from thd government Strongly_Disagree_Likert Protecyed by ghe governmenyp Strongly_Disagree_Likert Protected by the govermnet Strongly_Agree_Likert There are lot of people that help in the mangemnt of natural rdsources 8/3/2024 5:23:53 AM n.namatama_ioer 12/8/2024 5:19:13 PM n.namatama_ioer NaN Fish rearing NaN NaN NaN Taking care of nature without destroying it NaN NaN NaN 28.807510 -9.611849
13 14 0a4fd0c1-ae96-496c-90e5-0aa23d785296 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/2/2024 11:08:00 AM Moofwe ward Tushwesheko group Goat rearing 4to8Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert There is always a plan togather, the built the house for the goat and feeding the goats Strongly_Agree_Likert If the goats they are keeping the can grow in numbers so that the future generation or their hikdren can have an inheritance Strongly_Disagree_Likert They can help to have clean air, rainfall and reduce climate viaribility thus the does not need to change Traditional_Authority_Conflict Strongly_Agree_Likert There people from the forest, vertinary. There poeople also with the village thatact as champions that them Strongly_Agree_Likert There might be some more advanced nkowledge that is need to learn how to take care of the SES Strongly_Agree_Likert There are people that teach us how to look after forest like we have a CFMG Strongly_Disagree_Likert There are all in line with each other Strongly_Agree_Likert So that we do not go against the law and face legal suits Strongly_Agree_Likert It ix important for making decision on the plans that we make especially with regards to out livelihoods Animal_Rearing_About Solidarity_Nature_Express,Responsibility_Nature_Express,Care_Nature_Express Strongly_Disagree_Likert If they change it can leqd to destructoon ov the forest, waterbodies Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The laws help us in the management of natural resources throuhg our leaders Burning_Bush_Norms,Harvesting_Period_Norms Strongly_Disagree_Likert There can be destruction of resources if there is change which can redu tion of rainfall and other climate change qctivitie Strongly_Disagree_Likert There are no cultural norms Strongly_Disagree_Likert Strongly_Disagree_Likert At the moment we follow the laws of the government and not cultural norms Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Because we are the ones who look after them on a daily basis 3to4Years_Long Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Because they can also improve our livelihood in future Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Chitemene system for cultivation leads to deforestation than the others Wetlands_Dependent,Forest_Dependent There comes food for a living Strongly_Agree_Likert It is because they will help us in our livelihood Strongly_Agree_Likert There are laws that need to be follwed for example in the forest wetlands there are people employed to gaurd them from misuse Strongly_Agree_Likert As long as there are lessons for on how to do itģ Strongly_Agree_Likert There is coorination among theselve and everyone is dedicated to the work Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert A long time ago the wether was fine as ompared to today because of deforestation Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert There has been help from tralard and they are keeping goats Strongly_Disagree_Likert They are protected by the government Strongly_Disagree_Likert They are protected by the government Strongly_Disagree_Likert Protecyed by the govrnment Strongly_Agree_Likert If there is an agreement on to destfoy the natural then everyone will follow just that 8/3/2024 5:23:58 AM n.namatama_ioer 12/1/2024 5:41:46 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 28.797007 -9.620945
14 15 d89e12ce-c05e-4404-b9a3-2a1433bd0ce7 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/2/2024 12:20:00 PM Moofwe ward Kanyembo forestvmanagemnt Forest Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert It is due to the forest group that had been formulated Strongly_Agree_Likert We have the experience as it can be be seen from the forest we are managing Strongly_Disagree_Likert They are are all fine they do not need to change Local_Authority_Conflict Strongly_Agree_Likert There are people extesion officers that teach us to look after the forest Strongly_Disagree_Likert As long as it leads to protection of the environment and natural resources Strongly_Agree_Likert It is from the tralard and forest Strongly_Disagree_Likert The laws are the same Strongly_Disagree_Likert They migtpht bring distruction to the environment Strongly_Disagree_Likert As long as we are taught how to do it Other_About Responsibility_Nature_Express Strongly_Disagree_Likert It can lead to distruction of the environment Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert It is not all the time that they are included in the management Harvesting_Period_Norms,Pastoralism_Norms,Burning_Bush_Norms Strongly_Disagree_Likert The environment might be distroyed espcially if the period of burning is changed it might cause total distraction to the environmnt Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection It is a source of livelihood 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert As long as I have money for other livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Land_Agriculture It is a source of food for most people in the area Agriculture_Areas_Dependent It is where our food security comes from Strongly_Agree_Likert We have new had any new innovations in our area but we can embrace new ones Strongly_Agree_Likert We work togather there are different ministries that come to train us in different fields Strongly_Agree_Likert So that the environment can be protected for the furture generation to have acces to it Strongly_Agree_Likert There are a lot of work that we have been conducting among ourselves Strongly_Disagree_Likert There are no universities that come to our area Strongly_Agree_Likert It helps in planning the activities Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Community_Radio_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert We do not have money Strongly_Disagree_Likert It belongs to the government Strongly_Disagree_Likert It bel9ngs to the government Strongly_Disagree_Likert It belongs to the government Strongly_Agree_Likert As long as there is proper agreement and following of the rules between the two parties 8/3/2024 5:24:01 AM n.namatama_ioer 12/1/2024 12:23:10 PM n.namatama_ioer NaN Growing Trees NaN NaN NaN NaN NaN NaN NaN NaN 28.796992 -9.620882
15 16 49fa4312-b258-477c-a1ef-8259cd4efe9a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes no 8/2/2024 1:05:46 PM Moofwe ward Natubombeshe group Goat rearing and banana plants Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Agree_Likert Because they are hoping that in furture they have something to help in terms of livelihood from the project Strongly_Agree_Likert Becauze it is important to protect the tree and the environment Strongly_Disagree_Likert There can be distru tion to the environment and the furture generation might not have access to the resources Ourselves_Conflict Strongly_Agree_Likert There is trakard that comes to asist us in the projects. There is a champion in the villages that assists tnem Strongly_Agree_Likert The new capacity can help us in the new ways of doing things in our area of looking after the goats Strongly_Disagree_Likert There has never been any lessons Strongly_Agree_Likert There goverment laws contradit with what us the commu ity want to do or to be doing Strongly_Agree_Likert So that we do not destroy the the environment Strongly_Agree_Likert So that we can learn from the k owledge from others NaN Solidarity_Nature_Express Strongly_Disagree_Likert The current laws are just fine thus no need to change the new one can bring distruction Strongly_Disagree_Likert There is nothing because we hunt animals any how in the village Strongly_Agree_Likert This is because there is projection in terms of lossing what is present in terms of natural resources Territorial_Divisions_Norms,Harvesting_Period_Norms Strongly_Disagree_Likert The environment or natural resources will be lead into a bad state Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We want to venture into farming and that the reason why we shifted to the place we are located Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Thats were we get our livelihoods Forest_Dependent The trees bring rainfall in our area as compared to our areas Strongly_Agree_Likert There has never been any new innovations in our area Strongly_Disagree_Likert We do not know unless we are are told ov what to do Strongly_Agree_Likert If there lessons give to us we can change how we work Strongly_Agree_Likert because there is coordination among ourselves Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The rainfall for a long time was beter than the current one it would be if the weather of long time can be brought back Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert They do not have money Strongly_Disagree_Likert It is acrime against the government Strongly_Disagree_Likert It is a crime against the government Strongly_Disagree_Likert It is owned by the government Strongly_Agree_Likert So that there is no destructution of the natural resources sa well as to take into consideration the future gereation 8/3/2024 5:24:07 AM n.namatama_ioer 12/1/2024 5:42:24 PM n.namatama_ioer NaN NaN NaN NaN NaN Taking care of nature NaN NaN NaN NaN 28.848482 -9.617943
16 17 3da328ae-3484-4821-8345-44590da5683b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/2/2024 2:28:00 PM Moofwe ward Koselela community group Koselela community group Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert Their are children are born now who shoukd experinec the same benefit like the curent generation Strongly_Agree_Likert So that the livelihood can be improved as well as our health by having clean air and enaough rainfall Strongly_Disagree_Likert If there are changes it will be lead to destruction of forseties and wetlands Central_Government_Conflict Strongly_Agree_Likert The forset, agriculture, fisherie and vertinary they teach on the importatnce of natural resources except for ZAWA. There is no champion in the local area Strongly_Agree_Likert The knowledge is importnat and it would be easy to also help us change the old ways of looking at things Strongly_Agree_Likert There was only lesson conducted by forest , fisheries, vertinery Strongly_Agree_Likert There is no contradiction between the laws Strongly_Agree_Likert We have the know on how to take care of the natural resources Strongly_Agree_Likert They help us in the furture genration to have access to the natural resources Animal_Rearing_About Care_Nature_Express Strongly_Disagree_Likert The current laws it fine it does not need to change Strongly_Agree_Likert The chiefs normally come to perform rituals for the rains and honey production in the areas Strongly_Agree_Likert The leaders also they teach people on the importtance of natufal resources Harvesting_Period_Norms,Burning_Bush_Norms Strongly_Agree_Likert There in no need to change becsuse it will lead to destruction Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Undecided_Likert We do not know what the norms are Source_Income_Purpose Strongly_Agree_Likert Material_Connection No answer 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert It is a source of income Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Wood_Extraction It is the source of income Agriculture_Areas_Dependent It is the source of income Strongly_Agree_Likert They assist in protecting the environment Strongly_Disagree_Likert There is need to learn Strongly_Agree_Likert The the benefit of furture generation Strongly_Agree_Likert The projects have been implemented in a cordinated way Strongly_Disagree_Likert There have never been univereities in our area Strongly_Agree_Likert It helps in planning Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Undecided_Likert Strongly_Agree_Likert We are able to have money trough the projects that we have Strongly_Disagree_Likert It is protected bh the government Strongly_Disagree_Likert It is protected by the government Strongly_Disagree_Likert Unless i have a lincese to from thd government Strongly_Agree_Likert As long as there is an agreement between the the community and the government then there will be no distriction as welll sa there is sentisation among the mebers 8/3/2024 5:24:13 AM n.namatama_ioer 11/30/2024 6:13:42 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 28.794563 -9.622141
17 18 f1702440-eb16-48fb-bf85-9a5ea0e1e4b1 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/5/2024 2:58:06 PM Nachikufu ward Mindo Copperatives Piggery and Gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert We work togathher and when it is time yo work togather the memebers come fot the meeting and we do everything togather Strongly_Disagree_Likert Climate changr has made us make plans onnhow to to mitigatr it Strongly_Disagree_Likert The structure is just fine because we are working well to imitiagate climate with thr same institution Central_Government_Conflict Strongly_Disagree_Likert There variuos champions from different sector such as fisheris , agriculturr, forestry that are trained to advise them Strongly_Disagree_Likert It is bause there is werevwe obtain resources and knowledge would be knownn how to climate chqnge so thatbthe furture m generation cqn havrv accedsvto thr resources asvwell Disagree_Likert Before the oroject we were taught how to cary outvthe acctivities but thr period of leqrnig was short Disagree_Likert There is chitemene system is the custom of the area butv thr government laws contracts with it Disagree_Likert As long as there laws they are heping us to protect the evironment fot the furture genration Strongly_Disagree_Likert They help in planing for planning of cropd or other actibies Animal_Rearing_About Others_Express Strongly_Disagree_Likert There are some values that are outdated that need to be changed so as to prevent what is happeningbto climatr change Strongly_Disagree_Likert There is are spirititual are that help us protect the environment such as big trees or sources of water Disagree_Likert The poultry infrasrure was not part og thr project but when requedted from tralad they accepted and we implented it. It was obtained from sales from the gardening Burning_Bush_Norms Disagree_Likert They are not followed thus there is need to have norms that have to be folowed Strongly_Agree_Likert There is nothing Strongly_Disagree_Likert Strongly_Agree_Likert There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land Nature_Protection_Purpose Strongly_Disagree_Likert Other_Connection For the purpose of future to meet their needs 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Land_Agriculture Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile Agriculture_Areas_Dependent The majority of people cultivate land for livelihood than depending on buying in shops Strongly_Disagree_Likert They can help reduces cutting tree, poachingband otger vices thatbdistroy the environmwnt Strongly_Disagree_Likert The laerns can help usnto learn more things as wellbad the whooe community that we canb br sharing knowledge amongbourselve Strongly_Disagree_Likert If there things are not helping thenbthere is need to chqngevthe principles Strongly_Disagree_Likert Beuse if the peoole are called to come abd work they come innumbers Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert There was normal rainfall and wewther partebs a long time ago yhan today. Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Television_Receive Strongly_Disagree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Disagree_Likert Strongly_Disagree_Likert The pass onnproject help communityb to have some moneybor to keep theor own anikals tgatvcan assit them Strongly_Agree_Likert They are protected bybthe government Strongly_Agree_Likert Protected bybthe government Strongly_Agree_Likert Protected bybyhe government Strongly_Disagree_Likert If there is agrement then it means qebwill work yogarher for the commkn purpose 8/5/2024 5:47:14 PM n.namatama_ioer 12/1/2024 8:34:43 PM n.namatama_ioer NaN NaN There is no one allowed to cut trees along the river or killing animals without purpose NaN NaN Source of good air, and food products NaN NaN NaN NaN 31.359544 -12.006407
18 19 754160b7-674d-4de1-8bc7-7fa9a06e5503 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/6/2024 7:50:00 AM Nachikufu ward Fort hares tailing project Gardening and tailering Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many Disagree_Likert There 26 members but omly 10 members are active Strongly_Agree_Likert There is an orchard they are takimg care of that shows they can manage to organise thrmselves Agree_Likert The the structures are helping us innworking and it through them were information flows Central_Government_Conflict Strongly_Agree_Likert There is world vision and tralard that is traininhvpeople in thr area. There qrr champions within the ward the give us advise Strongly_Agree_Likert There peole who do mot know anythimg that need yo be taught on lookong after natural resourceng Agree_Likert There were trainging from agrivulture only Strongly_Disagree_Likert There are no laws that contrad8ct eqch other Strongly_Agree_Likert If the laws are not accepted then climate might incrase thus creating a disater Strongly_Agree_Likert If we recwive the information and it hepls us thenbwe can continue usingvthr information Other_About Care_Nature_Express Strongly_Disagree_Likert So that the vaues can contributr to protectionnof climate change Agree_Likert There is npthing Strongly_Agree_Likert The views are always responded in a negatove way to for ZNS to provide secirity Burning_Bush_Norms,Territorial_Divisions_Norms,Harvesting_Period_Norms Disagree_Likert The norms can not be chsnged at community level becsuse they are used to them Strongly_Disagree_Likert There are customary practices that protect the environment like the way ZAWA protects the biodiversity Disagree_Likert Disagree_Likert There is nothing at the moment of having traditional leader doing spritual activities on the projects Source_Income_Purpose Strongly_Disagree_Likert Material_Connection They are a source of income 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert They can assist in having adequate water if trees are not cut as well as future general to see the natural resources Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires Buring can destroy the products or crops that are in the soil Wetlands_Dependent If there is less rainfall it helps us as a source of water Strongly_Disagree_Likert They would help to reduced in cutting down of trers uf therev innovstion such as cooking stoves Disagree_Likert The learns gives us some idea onn how to maintain thrv environnrnt Strongly_Disagree_Likert So that wetlands do not dry up as well as animals do not go extinct Disagree_Likert There people in the group because tge people wanted to be recievingbcash in their hands Strongly_Agree_Likert There is nothong Strongly_Disagree_Likert A long time ago thr rainfall was ptedoctable and it usrd to last for a long time Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Television_Receive Strongly_Disagree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Disagree_Likert Disagree_Likert There are business activies such as food groceties or beer Strongly_Agree_Likert As long as you hsve thr license for acces Strongly_Agree_Likert Lincese Strongly_Agree_Likert Lincense Strongly_Disagree_Likert If there is an agreement it bring fear to break thr agreement thus leading yo protrction of the nstutal resourcse 8/8/2024 4:42:45 AM n.namatama_ioer 12/8/2024 7:45:04 PM n.namatama_ioer NaN Tailoring NaN NaN NaN NaN NaN NaN NaN NaN 31.416527 -11.893107
19 20 ede4f45b-7a4b-4585-a9bf-9874bed9ac9b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/6/2024 9:56:53 AM Nachikufu ward Kaumbe mango tree goat and garfening project Goat rearing abd gardening 4to8Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Disagree_Likert One person cannot manage to work alone buy as a group is helps that whay project is progressing Disagree_Likert They can do it becausre thety have planted pine tree and thaybstill have more plans inbfurture Disagree_Likert The structures are currently heloing in makingbthr ptojects get implemnted Ward_Development_Committee_Conflict Strongly_Disagree_Likert There peole from forestry, agricultue. There also old people in the village thatvgive wisdom onbhow it was a long time ago and today Strongly_Disagree_Likert He has some knowledge from the lessons from diffrent people Strongly_Disagree_Likert The tralard had taught him how to protect the natural resources especially the trees Undecided_Likert He has not head anyrhing Strongly_Disagree_Likert We leqrned or we know about it would be important to know more abouy the protection of the batural resourcese Strongly_Disagree_Likert There peole from agriculture who gave them information where to builf a goat house as wellvas where tobdo thr gardening Animal_Rearing_About,Farming_About Responsibility_Nature_Express Disagree_Likert As long as tyere will be new values to protect the more than before Disagree_Likert There is a belief that peoplebarevnot allowed to cut trees atvthe source of watter as well as burningvthe bushb before the time required Disagree_Likert There was propoasal to make a fence of wood but they suggest it to be made of metal pooesbso thatbit can stqnd for abtestbof time and thr view was accepted Burning_Bush_Norms,Pastoralism_Norms,Harvesting_Period_Norms Strongly_Disagree_Likert Thr time tobburn the bush can be xhanged Strongly_Agree_Likert He has never heard of that or learnt about it Disagree_Likert Strongly_Disagree_Likert We do not include cultural practices Source_Income_Purpose Strongly_Disagree_Likert Material_Connection The trees help us in bring rainfall 3to4Years_Long NaN Disagree_Likert Disagree_Likert The world is becoming mordenised thus we need to adapt to the current status Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Wood_Extraction The cutting down of treed can change the landscape Agriculture_Areas_Dependent Thats whats is common within our area Strongly_Disagree_Likert They helo to change the old livelihood to new ones to cam help the environment Agree_Likert There has never beenba lot of qlessons Disagree_Likert It is because the protection of the natural resources help us in our livelihood lije have enough rainfall Disagree_Likert Because the project increasing in size as well as tge amount of work whixh are cordinated among ourselves Strongly_Disagree_Likert i have nevre heard of them Disagree_Likert If the the weather parttens where like longvtime agobwe woukd not be having rainfall proble we are facing now Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Television_Receive Disagree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Disagree_Likert Disagree_Likert There some business of selling chick3ns or cement Strongly_Agree_Likert The governmwnt is the only institutin with authority Strongly_Agree_Likert Government has authority Strongly_Agree_Likert The government has authority Strongly_Disagree_Likert There is an agreement especially us the locals then there will be more protection to tge natural resources 8/8/2024 4:42:56 AM n.namatama_ioer 12/1/2024 2:49:57 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 31.305146 -12.064293
20 21 d98d0ac3-736a-46da-a870-3dfdc47b7a2f NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/6/2024 11:45:51 AM Nachikufu ward NaN Kabundi intergrate livestock project Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert The land we are working on is also about protecting trees on which we are cordinating togather Strongly_Disagree_Likert There is place we get watter for the fish pond if the watr sourrcr trees are cut down then there would be no watr fro the fish ponds Strongly_Disagree_Likert The headman asists us tge land that we are using for the project Ward_Development_Committee_Conflict Strongly_Disagree_Likert They are there in the vilage Strongly_Disagree_Likert They can put effort to learn Disagree_Likert The forest taught us Strongly_Agree_Likert The laws arr just the same Strongly_Disagree_Likert So that we know the news laws better as well as to kerp the natural resources in a good state Strongly_Disagree_Likert They help in pkannung Animal_Rearing_About,Farming_About Care_Nature_Express Disagree_Likert Thay cqn be change if they are not protectong the environment Strongly_Agree_Likert There is nothing Disagree_Likert Some times they are not takien into consideration Burning_Bush_Norms Strongly_Disagree_Likert There is need to intensify on it Strongly_Disagree_Likert There is chitemene system which is a customary practice that destroys the environment Strongly_Disagree_Likert Strongly_Disagree_Likert So that the project can move well if the headman is not in the project otherwise if included it might have problems Source_Income_Purpose Strongly_Disagree_Likert Material_Connection Source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert Thats where some of our income comes from Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Wood_Extraction NaN Forest_Dependent They are a source of traditional medicine Disagree_Likert The bring new ways of protecting thr environment Disagree_Likert We will benefit from from innterms of food and medicine Disagree_Likert So that trees from thr source of the water Disagree_Likert They leaders teach us how to maje progres in lookingbafter the natural resources Strongly_Disagree_Likert We never seen any Disagree_Likert They help us plan for thr better Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Television_Receive Strongly_Disagree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Disagree_Likert Strongly_Disagree_Likert This help prevent depebding on natural resources Strongly_Agree_Likert The are protected bybthr government Strongly_Agree_Likert Lincrse Strongly_Agree_Likert Lincense Strongly_Disagree_Likert If there their is an agreement to do one thing for the whole comkunity than infividual activitieshing 8/8/2024 4:43:03 AM n.namatama_ioer 12/1/2024 11:41:24 AM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 31.284064 -12.117444
21 22 13768fb8-75e3-40d2-8beb-11b4f50647b9 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/6/2024 1:23:44 PM Nachikufu ward Kaloswe community Forest Bee keeping, chickrn rearing and oniion Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Disagree_Likert The project is looked atvas their oeb project Strongly_Disagree_Likert We have seen how things are being done from otger people thats helps also make planr Strongly_Disagree_Likert The arr helping us especially in cordinating thr activitied from provincail yo local level Ourselves_Conflict Disagree_Likert Tgere are peoplr that who come tobask us whatvhas been espevially if there is encroachment in the communitybforest Strongly_Disagree_Likert So tgat we can receive morebkonowledge onbhow to lookbafterbthr natursl resoirces Strongly_Disagree_Likert Wevhad lessons from throughba workshop for forest Strongly_Agree_Likert They are the same Strongly_Disagree_Likert This is because the livelihood has changed to be betterv after thr livelihood project Strongly_Disagree_Likert They help us plan wellbas make decision to the natural redources Other_About Care_Nature_Express Strongly_Disagree_Likert They can changed as long as tgere are new things that can help us prorect thr environmentthere Disagree_Likert Some time s theybare included Strongly_Disagree_Likert The view are accepred byvthe management because the thrbproject was about keepinb boiker chiecken but a request was made to include villagechickens Burning_Bush_Norms Strongly_Agree_Likert They natursl resources can be usedvby the furture genration Disagree_Likert There are cultural practices to burn the bush at a certain period for harvesting Strongly_Agree_Likert Strongly_Agree_Likert They are not included Nature_Protection_Purpose,Other_Purpose Strongly_Disagree_Likert Material_Connection We harvest at the right time to prevent or to management the natural resources properly 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The cutting down of tress destroys much because there is no regrowth Wetlands_Dependent It provides water for drinking and water is life Strongly_Agree_Likert They can help protect the envoronment Strongly_Agree_Likert We are tge onr who take care of community forest through patrols Strongly_Disagree_Likert Thay cannot be changed becausr the community foeest can be distroyed Strongly_Agree_Likert There is cooeration and cordibation in whwt we do Strongly_Disagree_Likert Therebis nothing Strongly_Agree_Likert Their is a doffernt in weather payterns for today and a longvtine agoq Agree_Likert Strongly_Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert We have some projects such as bee keeping that gives us some incone to preventb us from depending onbnatural resourcsesThe Strongly_Disagree_Likert Tge laws do not alow us to do that unlesd in our community forest Strongly_Disagree_Likert Only in our community forest Strongly_Disagree_Likert Only in ourvcommunity forest Strongly_Agree_Likert If tgere is disgreement the work would not progress wel hence the need for agreemnets 8/8/2024 4:43:16 AM n.namatama_ioer 12/1/2024 8:32:06 PM n.namatama_ioer NaN Community Forest , bee keeping NaN NaN The fire can burn all the biodiversity that allow the environmental process NaN NaN NaN Workshops or trainings NaN 31.157178 -12.233935
22 23 053e30ef-1780-485c-beb9-b66929e57d21 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/7/2024 11:43:26 AM Lulimala ward Chimyaga muchele community forest Faorest, bee keeing and garden Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert The project has been progressingvwith any disturbing it from thr mrmberd Strongly_Agree_Likert Thays the reason we have the forest and other projects activitie linrd up like bee keping Strongly_Agree_Likert There are lotbof instistutiin that help protecy the environment esoecially the forest we are taking care of Central_Government_Conflict Strongly_Agree_Likert There people who comebto teach us from tralqd, forest. There one person who was trainrd inbagricultuebinnour group who morr likr a champion Strongly_Agree_Likert The training need yo br addedd yo whatvwr alrewdy have so thatv we havev enoughb knowlefget Strongly_Agree_Likert The peole from zawa hadv trqined us tov ptotrctv biodiversity Strongly_Agree_Likert They all go along they and they do not conyract Agree_Likert We can only accept if the laws are in line with what is thr community and they do not affect ud Agree_Likert There is climate change thus sometimes the infotmwtion givenbcpntracts itselfe Other_About Care_Nature_Express Strongly_Agree_Likert As longvas the change leadds to proper projltection and management of thr natural redources Strongly_Agree_Likert There is a belief thatv thr trees alongvthr river banks they do not nedd to cut becaue it is tge habitatbfor animals Strongly_Agree_Likert We had asked the forestv to pkace bounfaries to tge forest and oir views were accepted Fishing_Norms,Harvesting_Period_Norms,Burning_Bush_Norms Strongly_Disagree_Likert They cannot be changed because they follow the seasons Strongly_Agree_Likert The cutting down of trees along the river is not allowed Strongly_Disagree_Likert Strongly_Agree_Likert If there are no customary practices the natural resources can get destroyed Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Through taking care of them 3to4Years_Long NaN Strongly_Agree_Likert Strongly_Agree_Likert We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction For us to have income a huge area of trees has to be cut down Wetlands_Dependent Water is the source of life Strongly_Agree_Likert The new innovations helo us in presevationnthr natural resources such as cookingvstoveĂ  Strongly_Agree_Likert We would love tobhave lessons on how to keep natural resoyrcrs in a sudtainble way Strongly_Agree_Likert As long as the princiles are in line with protectionnof the environment Strongly_Agree_Likert Therev arev no confusions when wev arev implementatingb the projects Strongly_Disagree_Likert There is nothing Disagree_Likert There is a dofference in the wether is as compared today Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We cuktivate maize from where we get income Strongly_Disagree_Likert Theyvarev protected by thev government Strongly_Disagree_Likert Tgey are projected by thr government Strongly_Disagree_Likert Theyvarev protected by the goverbmnet Strongly_Agree_Likert As long asbthere is an agree then ut means evryone knows and there can never be a problem in protection og natutal resourcrs 8/8/2024 4:43:24 AM n.namatama_ioer 12/8/2024 7:48:20 PM n.namatama_ioer NaN Community forest NaN NaN NaN NaN NaN NaN We use phones NaN 30.620296 -12.403095
23 24 a40cc237-17d5-4b65-b676-f2fa273ede24 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/7/2024 1:07:44 PM Lulimala ward Limalal primary school( ptoduction unit committr) Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Agree_Likert They work as a team in looking after the platation Disagree_Likert We do not deprnd much on tree but we also plant maize Disagree_Likert There isbundervstafte we only have two peoole to managr them Ourselves_Conflict Strongly_Agree_Likert There are agriculture extension officer who advises Strongly_Agree_Likert We have lees knowledge thus more kniwledge would be usefull managemnt Strongly_Disagree_Likert There are no lessons received Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The planted treee arr not managed well as long as the nee can help in the sustainable managemnt of trees Agree_Likert We are to interprete for instance thid year there was a lot of rainfall NaN Care_Nature_Express Strongly_Agree_Likert Tge values can be changed in line with climayr change Undecided_Likert I do not know Agree_Likert There was a complaint of water source and a water pump will be drilled soon Fishing_Norms,Gathering_Norms,Harvesting_Period_Norms,Pastoralism_Norms Agree_Likert It depends on climate to have the norms changed like some areas in thos year did noy reacive the usual rainfall hence iy might entail change of norms Strongly_Agree_Likert There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale Undecided_Likert Agree_Likert No answer Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Source of income 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Disagree_Likert It is because we depend on natural resources thus changing is not easy Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert NaN Land_Agriculture There are commercial agriculture activities that clear huge chucks of lands Agriculture_Areas_Dependent It is a source of food crops and income Strongly_Agree_Likert They will be easybto access Agree_Likert Everyone know whtavhe she shoukd do Strongly_Agree_Likert To fit into the policies that rar in place Agree_Likert Tgere is under staffting in the PRoduction unit meber thus an unable to meet the rrquiremnts Disagree_Likert There have never been universitie around Agree_Likert They help in oanningbfot the furture thusbthe informationnid usefull Agree_Likert Agree_Likert Agree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge NaN Strongly_Disagree_Likert We have less income Strongly_Disagree_Likert Unless we have a lincese that when wr cwn acces thr resoutces Strongly_Disagree_Likert Lincese Strongly_Disagree_Likert Linsece Strongly_Agree_Likert If there was neee for more support the aggreement can be us3d to lobbybmore funds 8/8/2024 4:43:32 AM n.namatama_ioer 12/8/2024 6:03:36 PM n.namatama_ioer NaN Pine tree plantation NaN NaN NaN NaN NaN NaN Phon NaN 30.621203 -12.406560
24 25 57bd01ad-0f52-4777-be39-bee9e05cbfe8 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/7/2024 2:24:34 PM Lulimala ward Mibobo communitybforrst Forest and bee keeping Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Agree_Likert There is cordination among membres Agree_Likert The can do it as long as alod the governmeny helps Agree_Likert The structures are hrlp us to under go lrssons Central_Government_Conflict Agree_Likert Bangweulu wetlands normally teaches us how to look after the wetalndsbin our area Strongly_Agree_Likert We like to learn hoe ti take care of the forest and other natural resourcrs Agree_Likert There lessons have not been adequate Strongly_Disagree_Likert Theybare the same Strongly_Agree_Likert They goverbment is a geberator of the laws Strongly_Agree_Likert It helps usnplan fot our activities Other_About Solidarity_Nature_Express Agree_Likert We are teying to change thr commumity from deoebding on chitrmen system Agree_Likert There are some for protecting the tree especially whetr thry burybchief Agree_Likert There are things thatb are implemebte andb those are not implemnted like the machine for hatchong eggd Burning_Bush_Norms,Harvesting_Period_Norms Disagree_Likert They follow the period thus there of when to burn in line with harvesting catapikars Agree_Likert Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Undecided_Likert Material_Connection Source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert I do not use natural resources Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture Source of income Agriculture_Areas_Dependent We use them are for cultivation Agree_Likert Tgeyv bring development or protectionnyo thr environment Strongly_Agree_Likert Through followingbthe oaws of the country Agree_Likert As long as tgey protect the environmet Strongly_Agree_Likert There thingvthatv we work and sometimes we teach other Strongly_Disagree_Likert There are no schools Agree_Likert There is a diffreence withbwahtb use tonhappen a long time ageo Agree_Likert Agree_Likert Strongly_Agree_Likert Television_Receive Disagree_Likert ExtensionServicesFromGovernment_GetKnowledge Disagree_Likert Agree_Likert We have some money for the actibies Strongly_Disagree_Likert Lincese Strongly_Disagree_Likert Lincese Strongly_Disagree_Likert Lincese Strongly_Agree_Likert Because we always obey what thr govern mentbbsaysbonnprotecting the environment 8/8/2024 4:43:41 AM n.namatama_ioer 12/1/2024 5:46:31 PM n.namatama_ioer NaN Community forest NaN NaN NaN NaN NaN NaN NaN NaN 30.603723 -12.351056
25 26 2c1267e5-e2fa-4cc7-9d96-f646c66379ed NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/7/2024 3:28:52 PM Lulimala ward Chaya bee keepimg Bees 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many Agree_Likert There is commited to only 30 peooke out 40 Strongly_Agree_Likert We can organise our selve Strongly_Disagree_Likert Ifbthere rae laws set up by the government thatvcannot be changed Ward_Development_Committee_Conflict Strongly_Disagree_Likert There is mothing Strongly_Agree_Likert There areva lot people do not know the importwnce of tree and other naturalnresourcrs Strongly_Disagree_Likert We have never had Disagree_Likert Tgere is nothing Strongly_Agree_Likert So that we can move inacvoed with what the government wants Agree_Likert So that it helps us plab NaN Solidarity_Nature_Express Disagree_Likert They cannit ve changed Disagree_Likert They cannot be cahnegd because they can distry thr environment Strongly_Agree_Likert They always recieve them Burning_Bush_Norms,Fishing_Norms Agree_Likert The they cannot be changed Strongly_Agree_Likert If there are no cultural practices, the future generations will not know anything Disagree_Likert Agree_Likert If it is not done the product or project will not work well Nature_Protection_Purpose Agree_Likert Material_Connection They bring development such as tourism 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert There natural resources that are protected that cannot be accessed Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture For forming og food crops Forest_Dependent Source of income Disagree_Likert Theybbring develoment Agree_Likert We kniw tyay the natural resources have to be rpitected Disagree_Likert As long as tgeybbring develoment Agree_Likert Thereva are always aggrement reachwd duringbdiscussions Disagree_Likert There is nithing Disagree_Likert No answrr Agree_Likert Agree_Likert Disagree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert We do nit hqve much money Strongly_Disagree_Likert They are protected by the givernment Strongly_Disagree_Likert Protected bybGRZ Strongly_Disagree_Likert Protectex by GrZ Strongly_Agree_Likert The natural resourcrs they bring invome 8/8/2024 4:43:50 AM n.namatama_ioer 12/1/2024 5:47:05 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through forest department NaN 30.606875 -12.346592
26 27 ea4a476b-2eb2-4ccc-b6dd-3ff49898f309 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/7/2024 4:03:53 PM Lulimala ward Choso goat rearing Goats and gardening Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Agree_Likert There is cordination among the grouo member who are comitted Agree_Likert We cqn do it because we have been doing ti Disagree_Likert If there are thing taht are not correct then change can be made Ourselves_Conflict Agree_Likert There some ngo such wwf, affrican parks Agree_Likert So thatbthe furture generation van have acces to the resources Agree_Likert Forest taught us on bee keeping Disagree_Likert Threre is no thayvare the same Agree_Likert We accept even at the moment we jave accepted to llok after the forest Agree_Likert No abswr Animal_Rearing_About Responsibility_Nature_Express Disagree_Likert Thay canmot be changed NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree_Likert Material_Connection For income 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert We use them according to the accepted norms Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture That is the source of income Forest_Dependent We are mostly farmers Agree_Likert Ti bring protection to the ebvironment Agree_Likert As long as we are taught frequestly on just once Agree_Likert To bring development Agree_Likert That the reason we get oroject Disagree_Likert Thwre id notg8ng Agree_Likert There is a diffrence because atvthis time there a lotvof croos tjay getvdistroyed Agree_Likert Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert NaN We do nit have adequate money Strongly_Disagree_Likert Protected by GRZ Strongly_Disagree_Likert Protected by grz Strongly_Disagree_Likert Protected by grzthe Agree_Likert Working together brings cordination for protectionnof tge environment 8/8/2024 4:43:53 AM n.namatama_ioer 12/1/2024 8:43:03 AM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN In the workshops NaN 30.607339 -12.346560
27 28 f6f17e6c-7bb5-47dc-9c2d-97c53733fdb8 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/8/2024 5:53:54 AM Lulimala ward Bunishi banana goat rearing gardening Goat rearing and gardening 8to12Lima_Size TRALARD_LNM yes 30to40People_Many NaN There is coordination as we work togather Agree_Likert We have a knowledge on how to do the activeies thus we can make our through the knowledge we have Strongly_Agree_Likert They are all f8ne and it is thrughy the structures thatvwr report out ptoblems Local_Authority_Conflict Strongly_Agree_Likert People from aggriculturr alwayd comr to teach us on hoe yo look aftrt animals Strongly_Agree_Likert There is need to lewrn morr than whwt ee know at the moment Strongly_Agree_Likert We would like lewrn more Strongly_Disagree_Likert There are no laws like that are different Strongly_Agree_Likert If we do not accept thr laws from the government we will always br innconflictbwith them Strongly_Agree_Likert Whrn we reacive thr information that helps plann our project Animal_Rearing_About Responsibility_Nature_Express Strongly_Disagree_Likert We cannot change unless there is a chenge like climate change which would reqyurr change Strongly_Agree_Likert There some times we are told to keep the gpats in a fencevbut sometimes we rrnove tjem outvsiede also use use tradition medince from roots tov curr thr animals Strongly_Agree_Likert It because we recuve project and assitqncr from thr managers Harvesting_Period_Norms,Burning_Bush_Norms Strongly_Agree_Likert The burning of bush like latr burning it distroys thr biodivertyThere Strongly_Agree_Likert The customary practices promote early burning but some people tend to burn late Strongly_Disagree_Likert Strongly_Agree_Likert We follow the customary practices but people burn late which is not inorder Nature_Protection_Purpose,Other_Purpose Strongly_Agree_Likert Material_Connection The natural resources like trees give shade, medicine and we also get fresh air 3to4Years_Long Strongly_Agree_Likert Agree_Likert Agree_Likert Yes but we normally use natural resources somehow Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture There are people who plant huge areas of land for a livelihood Agriculture_Areas_Dependent Thats is the sources of income for our livelihoods Strongly_Agree_Likert The new innovations help reduce distriction of the natural resourcrs Agree_Likert We only kniw upto the point we have been taught because thongs are changing Strongly_Agree_Likert We can changev in reagrds to how the environment is changing Strongly_Agree_Likert We awalys recieve oir leaders in our community and we follow what they teach us Strongly_Disagree_Likert There is norhing Strongly_Agree_Likert The things that are happring currently are diffentbfrom long ago and these peope are more into distroying the environment Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Strongly_Disagree_Likert We do not have abything apart from tralard Strongly_Disagree_Likert They are protected areas by the givernment Strongly_Disagree_Likert It is a protected area Strongly_Disagree_Likert It us a protected area Strongly_Agree_Likert As long as we sit togather and make decision togather so thsy we are on the same pagr in lmplemting rather than each on doing his or her personal things 8/8/2024 6:54:52 AM n.namatama_ioer 12/8/2024 5:16:41 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phone calls or wattsup messages NaN 30.576601 -12.279941
28 29 1f67b37e-89b6-422e-bfef-d6d6f25f1d3d NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/8/2024 7:08:02 AM Lulimala ward Kambili cooerative Pig rearing and orangrs 12to16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert We are coordated due to the work thatvis been implemented Strongly_Agree_Likert We already have a programne tgyd it woukd be a continuation Strongly_Disagree_Likert We do not know the laws that are comingbthus we cannot accept change as well as the new laws can be a hindrance to our livelihoods Central_Government_Conflict Strongly_Agree_Likert There peiple who come from the givernment are the only we do not have champions Agree_Likert We would like to lewrn new thong due to changong ways of doing things Strongly_Agree_Likert There are lessons conducted by wikdlife Strongly_Agree_Likert They are the same Strongly_Agree_Likert The laws can hrlp us protectbthe pritect the environmentkll Strongly_Disagree_Likert There is nobsuch ingormtion in terms of rainfall tempratures we recieve in our ared Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert We cannot change our values because thr environmeny woupf be distroyed Strongly_Agree_Likert Ni answer Strongly_Agree_Likert When we have land for the project there is nobway some one can grab thr land Burning_Bush_Norms,Harvesting_Period_Norms Strongly_Disagree_Likert They cannot be changed because they are attavhed to a specificbperiid when the norns are done Strongly_Disagree_Likert There are no cultural practices Strongly_Disagree_Likert Strongly_Agree_Likert We do it so that our livelihood can improve Source_Income_Purpose Strongly_Agree_Likert Material_Connection Like water is the source of life while trees are source of fresh water 3to4Years_Long Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert We depend on agriculture and not the natural resource like forest Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The animals will not have food as well as the trees would dry Wetlands_Dependent He has a lot of activities that comes from water Strongly_Agree_Likert Because they asist un protecting the environent Strongly_Disagree_Likert We do not know because we have not been taughtl Strongly_Agree_Likert We can change as long as the new things are better than the previous ones Strongly_Agree_Likert We we were not working then even the project woukd bot progres Strongly_Disagree_Likert There us nothing Strongly_Agree_Likert A long time ago it wad better than currentlt when the cahnges in weathr partternd Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert NaN We had but at the moment we do not have any money Strongly_Disagree_Likert The areas are project by tgr government Strongly_Disagree_Likert They are protecd by the govetnment Strongly_Disagree_Likert They are prited by the goveremt Strongly_Agree_Likert The agreement is important for effective cordination among ourselves 8/8/2024 8:04:02 AM n.namatama_ioer 12/8/2024 7:27:29 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN It just the meetings NaN 30.586071 -12.286917
29 30 98c5da55-dc28-4a00-aba0-9f3f674f142b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/8/2024 8:33:37 AM Lulimala ward Production Unit Committee Chunda Ponde Secondary School Tree Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Agree_Likert There is a conservatiin clud that was established Disagree_Likert There rae no adquatevresourvrsbto manage Disagree_Likert They are fine on becausevthe environment is been protected Ourselves_Conflict,Traditional_Authority_Conflict Strongly_Agree_Likert Tgere are books that help to teach on magement of tree Strongly_Agree_Likert The knowledge is importantbfor effectivebprotectiom of the envirinmentthree Disagree_Likert There some sentidations that had been conducted Strongly_Agree_Likert Thete is nithing Strongly_Agree_Likert Provided the laws support the protectionnof the natutal environment Strongly_Agree_Likert Theyvare are able to comprehrent anfninteprent the information Other_About Care_Nature_Express Strongly_Disagree_Likert If there is no care then the environment wouod be distroyed Strongly_Disagree_Likert There is mothing Strongly_Disagree_Likert Every time we suggetion the request is consideted Fishing_Norms,Burning_Bush_Norms,Harvesting_Period_Norms Strongly_Agree_Likert The norm of burning the can be changed Strongly_Agree_Likert The unregulated allocation of parcels of land in the forests Strongly_Agree_Likert Strongly_Disagree_Likert They are not available Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN NaN Undecided_Likert Undecided_Likert Undecided_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Land_Agriculture For income and food crops Agriculture_Areas_Dependent For food crops Strongly_Agree_Likert We are ooen to new idead as long as the agianst the protectionnof the environment Strongly_Agree_Likert They are in pkace Strongly_Agree_Likert If need arises so that the environment can be protected Disagree_Likert Therevis no effecrive nonitoring Strongly_Agree_Likert Thete is a conservation club as a platform for sharing idead Strongly_Disagree_Likert For the purposes of planning Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Disagree_Likert LocalCommunityOrganisations_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert Tge fundas are not sufgivient Strongly_Disagree_Likert License Strongly_Disagree_Likert License Strongly_Disagree_Likert Lincese Strongly_Agree_Likert There is an effective flow of information thatbis accepted by the community and there is aggreemnr between them and the projectbis progreesing well 8/8/2024 9:11:29 AM n.namatama_ioer 12/1/2024 8:25:37 PM n.namatama_ioer NaN Tree planting NaN NaN NaN NaN NaN NaN Phone NaN 30.578187 -12.246612
30 31 90ca5672-14ba-407b-ae58-c9b0f6197253 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/8/2024 9:16:53 AM Lulimala ward Oroduction unit comkitte chunda ponde primary scjool Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Agree_Likert There are meetibg that share ingormation got planninh anfnimplrmrntatiom ourposed Strongly_Agree_Likert Thre is a club for conservation which collaborates with the pupils Strongly_Agree_Likert They institutins are worki g acotding to what is required Traditional_Authority_Conflict,Central_Government_Conflict Strongly_Agree_Likert Thete people from bangweulu wetlands and there arelesons whichbwere conducted by peolr Strongly_Agree_Likert The knowledge is chsnging thats there in need to felxibility to receivr new knowledgr Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Thete is nothing Strongly_Agree_Likert They news can be intergarted with old one except thr are contradiction the better mangement of natural resourcrsam able Strongly_Agree_Likert Am able yo interprete Other_About Responsibility_Nature_Express Agree_Likert Only if there need if there is a catasprohy Strongly_Disagree_Likert There is mothing Agree_Likert They are valued because the futture generayion need yo haccess thus Burning_Bush_Norms,Pastoralism_Norms Agree_Likert The burning of bush disturbs the biodiversity Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not consider Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Disagree_Likert NaN They are are source of income Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture For farming activities which brings income Agriculture_Areas_Dependent It is where food crops come from Strongly_Agree_Likert There is need to combinebthe two for effevtivr implementation Agree_Likert He is against thaose that distroy thr environment Strongly_Agree_Likert As long as theybdo kot disturb the environment Strongly_Agree_Likert As a school we do not work innissolationnwe invove other like the chiefs, bangeulu wetlands, councilor Disagree_Likert Not directly yo student teaching practices Strongly_Agree_Likert Without statitics there will be inaccurate in managemengemnt and implement as well as decision making is dependadt on statistics Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive,Community_Radio_Receive,Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge,Other_GetKnowledge Strongly_Agree_Likert Agree_Likert In a minimal way Strongly_Disagree_Likert They are projected by the goverent Strongly_Disagree_Likert They are protect by the givernment Strongly_Disagree_Likert Protected by thr governmnet Strongly_Agree_Likert The agreembet help prevent poaching, burning the bush, bad methods of fishing such as mosquito nets 8/8/2024 9:53:02 AM n.namatama_ioer 12/1/2024 8:50:47 PM n.namatama_ioer NaN Tree plantation NaN NaN NaN NaN NaN NaN Internet Bangweulu wetlands supply materials 30.578910 -12.245949
31 32 9c1256a7-c382-4f99-885f-b57260b14303 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/8/2024 9:58:47 AM Lulimala ward Lilimala cooertaives Chicken rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert It because we are progessing well in our activities Agree_Likert We have been doing it thusbit is possoble Strongly_Agree_Likert The structures rae just eorking fine Central_Government_Conflict Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The knowledge woukdhelp protect the environmrnt Strongly_Disagree_Likert There is nothing Disagree_Likert The government laws protect but the traditional authorit laws are relaxed Strongly_Agree_Likert The laws would bring new ways of protecting the environment for futurr genetation to find thr resourcrs Agree_Likert It helps us plan Other_About Responsibility_Nature_Express Strongly_Disagree_Likert They can not be changed because theybtry to protectvthe habjitat of the bidiversity Agree_Likert There people that protect thr natutal redourced assiged bybthr chiefs traditionally ""ba chipupila' Strongly_Agree_Likert Thr projectsvare currentlybworking Burning_Bush_Norms,Fishing_Norms Agree_Likert As long as there is a law innplace like fish burn Agree_Likert Ba chipupila"" they have customary practices for protecting the natural resources Strongly_Disagree_Likert Agree_Likert We just follow the historical practices of our forefathers Nature_Protection_Purpose Agree_Likert Material_Connection They are source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert We mostly use goats and pigs in our livelihoods Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture The soil gets degraded and we movebto another portion of land Agriculture_Areas_Dependent Thats is the source of food crops as well as income Strongly_Agree_Likert They cannreduced deforestation as welk a helpnprotectvthe environment Agree_Likert No answer Disagree_Likert They cwnnnot be cjqnged Strongly_Agree_Likert It bringd innknowledge that will come inbfutute as ell as thebcurrent knowledge Disagree_Likert There is nothing Strongly_Agree_Likert There is a different it was beter than curentlyl Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert We do not have money Strongly_Disagree_Likert It is protected by the government Strongly_Disagree_Likert It is protected by grz Strongly_Disagree_Likert Protected by grz Strongly_Agree_Likert If there is an agreement it is accepred by eveyone as wht shoukd br donr 8/8/2024 10:48:05 AM n.namatama_ioer 12/1/2024 8:24:54 PM n.namatama_ioer NaN Chicken rearing NaN NaN NaN NaN NaN NaN Traditional authority NaN 30.579186 -12.242215
32 33 4d32d22a-532f-4a91-ac4d-33c09fbcbf69 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/8/2024 10:53:38 AM Lulimala ward Chunda ponde buikking centre It is will be stotage of farming products except maize Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert There plans to effectively coordinated the stored products for marketing andbseelingbto customers Agree_Likert The local peoole we know havevthe localnpeole behave thus is is easier for us to make proper plans Strongly_Agree_Likert They are all fine but our comkittee will work hand innhand with thr cooerative to receive farmingnproducts Local_Authority_Conflict,Traditional_Authority_Conflict Agree_Likert It is the only project but we will consult with other people Strongly_Agree_Likert We would love to learnnmore so that we havr a lot of knowledge Agree_Likert There is need to go through the lessons Disagree_Likert Thete is nothing Strongly_Agree_Likert In the laws it can helpnprotect the environment but the locak authorityThr Agree_Likert They can help us plan NaN Responsibility_Nature_Express Strongly_Disagree_Likert Tge powers are in thebtraditional authorty they acannoy be changed Strongly_Agree_Likert Ba chipupila"" who take care of the resoutces who control howbto harvestb fish only Strongly_Agree_Likert There is is change in how thing are done especially catchingbfish in fish burn period Harvesting_Period_Norms,Burning_Bush_Norms,Fishing_Norms Strongly_Agree_Likert As longbas their is annincrease inblaws for protection Agree_Likert There are places such as grave yard which are protected from deforestation Strongly_Agree_Likert Strongly_Agree_Likert There cultural practices such as spririal rites done by traditional authority Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert So that the environment is protected and I have some business that I have Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture It is a source of income Wetlands_Dependent,Forest_Dependent The wetlands and trees have the same values in helping us such as source of traditional medicine Strongly_Agree_Likert They can reduced deforestation Strongly_Disagree_Likert I have no knoweledif ge Agree_Likert If they are agaist protection of the natural environment Agree_Likert Some they use authority they have thusbit is a challege to coltlaborate Strongly_Disagree_Likert Therevis nothing Strongly_Agree_Likert So that yhe environment is used accroding the limits they can regerate Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert There is no money to do those activities Strongly_Disagree_Likert They are protected the givernement Strongly_Disagree_Likert They are protected by the government Strongly_Disagree_Likert Theybare protectrd by the government Strongly_Agree_Likert As long as there is an agree the distructionnwould be reduced because therebis anaggreemnt 8/10/2024 11:11:44 AM n.namatama_ioer 12/1/2024 8:49:58 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through workshops WWF and other organisations such tralatd 30.577785 -12.241178
33 34 519ff3c4-b678-484a-9ec1-646dff5531aa NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/10/2024 6:01:54 AM Kalanga ward Miyombe acquaculture cooperative society Fish ponds , gardrning and a poutry is beeing planned 8to12Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Agree_Likert At tge membesr where 9 but it it hadvincreased yo 19 but still thr commited number is 11 ouy of the 19 peoplee Strongly_Agree_Likert We planning to start conserwvationn farming fot thr activities in the area as well as wire more like a dam Agree_Likert They all play difftent roles thus thry are nedded for collaboration Traditional_Authority_Conflict Strongly_Agree_Likert There are camp officers from the extesiin services. There champion in the area from coperatives asvwell as individuals Strongly_Agree_Likert The new knowledge can help us do the news that cann be used to imptove out system Agree_Likert There are sentistations from SCRALA on thr preservationnof the environment Disagree_Likert It is the local people thatvdo not agree with the policies of the land Agree_Likert The new laws can be a disadvantage to the community or tgr group Strongly_Agree_Likert They infirmation is able to intertepreted as welk as felt in the current situation Farming_About,Other_About,Animal_Rearing_About Responsibility_Nature_Express Agree_Likert They can be changed wh3n there is new kniwledge to try new things Strongly_Agree_Likert There are oeole who depend on millet or maize thus woukd need to cut down trees yonproduce the crops Agree_Likert Some times rhey getvthe ideas and some tgry do not accept them Burning_Bush_Norms,Fishing_Norms Agree_Likert They can be changed because at thr ment the chief is foebbiding burningbthe bush anyhow and also agriculture is advising burrying the staock afrer haverstimg Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Agree_Likert The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection They are a source of income Lessthan2Years_Long Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats Agriculture_Areas_Dependent Thats were we grow our crops for a livelihood Agree_Likert Theyvnew ideas help reduced thevcuttingbdoen of trees and there are local ovens we have creatwd innourvareas Agree_Likert The deoartments foem forests, agricuoturr and vertinary havr specific roles that they play inour project Strongly_Agree_Likert The national policies are well reserched and principles cam be of no use Strongly_Agree_Likert The knowledge we recieceivung from diffeeent departments as well as the ideas techinques Disagree_Likert There are no links to the university but it might br indirectly through the officers from the government departments Strongly_Agree_Likert Theu help to kniw what to do or plan in terms of what type of seeds to plant such early maturity seeds Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We stsrted our activitie of tge coperatives before the comingbinnof SCRALA project Strongly_Disagree_Likert They are projected by the givernmnet and we do not kniw the procedure on how to access thr natural resources legally Strongly_Disagree_Likert We do not know how to access the resourcrs legally Strongly_Disagree_Likert We do not know how to market the reaourcrs lr Strongly_Agree_Likert When there is collaboration there would be strongboartnership fot effective implemntationnof measures 8/10/2024 11:11:49 AM n.namatama_ioer 12/8/2024 7:33:55 PM n.namatama_ioer NaN Tree planting NaN NaN NaN NaN NaN NaN Phones or word of mouth NaN 33.457546 -10.567637
34 35 8ef4b99c-bf2c-4f8e-86c8-ce6015273503 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/10/2024 7:18:23 AM Kalanga ward NaN Goat rearing 4to8Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Agree_Likert At first the goats where guve to 12 members wheike the other 12 did not have. After the reproduced also the others were given noy all of them due to diseses that cause ddrathbto some of tjerm Strongly_Agree_Likert There is collaboration as long as there is learning peole can make a plan Agree_Likert The structures are okay becausr they are into protrcting the environment Central_Government_Conflict Agree_Likert There is a club called stop cuting trees and also thwre alsonpeople from agriculture Strongly_Agree_Likert There is always a point in ttime when new kniwledge is need to operate effecfirntly Agree_Likert Thats when the peoplenare been taught thenimpotrtanve of not cutting trees Agree_Likert The traditionak authoritybrelaxws the laws bybnit making them stiff to thr offenders were samm punishnenybis given whichbis less in steenghy compared yo what it woukd havr been if it was the government Strongly_Agree_Likert If the laws are not accepted thr envirrnt woukd be distroyed Strongly_Agree_Likert Thevhelo inmplanning for the furture Animal_Rearing_About Responsibility_Nature_Express Strongly_Disagree_Likert The natural resources can get distroyed if we try new things Disagree_Likert There is nothing Strongly_Agree_Likert They are also appreciate when the views to protect the envirobment through givinh them some authority to gard the natural a a community police Burning_Bush_Norms Agree_Likert It is always difficukt to know whi has burned the bush Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection The ZAWA Officers are the ones connected to them because they look after them 5to6Years_Long Undecided_Likert Undecided_Likert Undecided_Likert No answer Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Agree_Likert Wood_Extraction The cutting down of trees destroy or change the landscape because it is for a livelihood Agriculture_Areas_Dependent The livelihood we have is farming as our main stay Strongly_Agree_Likert They can helos us in our luvelihood Agree_Likert We only knowbvery little andpeople who teach us do mot doniy in detail Agree_Likert We have been help with goat keeping thats keeps away from the natural resourcrs Agree_Likert When wevask or request anythingvwe ate heard Strongly_Disagree_Likert There is nothing Disagree_Likert There is not enough information givennto us to understand whtavisbhappening Disagree_Likert Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert We dobnot have money Strongly_Disagree_Likert Unkess wev consukt the givernment Strongly_Disagree_Likert Unless we conslut the goevernment Strongly_Disagree_Likert Unkess we consukt the governmrbt Strongly_Agree_Likert When there is an agreement through volloaboration rather an individual givwing orders of whatbshoukd br done 8/10/2024 11:12:00 AM n.namatama_ioer 12/8/2024 7:28:41 PM n.namatama_ioer NaN NaN NaN NaN NaN We do not related NaN NaN Phones on wattsup NaN 33.457449 -10.567597
35 36 b52ef7cc-097a-4c94-9f5b-fbf15e8b1251 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/10/2024 9:13:23 AM Kalanga ward Stop the chop women club In future they will plant pine trees and sunflower Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Agree_Likert The group is not funded or given any money from anyborganisation Agree_Likert We are curently operation wirhout attachemnt to any project Agree_Likert They instotution are slowly changingbthrough new additions of structures like our women clud Traditional_Authority_Conflict Agree_Likert The clud is not yetvfuuky functiinal Agree_Likert There always meetings that lead to news thongs in terms ofbknowlege Disagree_Likert There arevnontarianing Disagree_Likert Therevis nothing Agree_Likert The news laws can be accepted by varous membesr atvcertain leveks Agree_Likert She has been taught howbto takebcare of thr natutal resourcrsvand hoe to take care of them Nature_Protection_About Responsibility_Nature_Express Agree_Likert I can adhera to the neew nkowledge on values Agree_Likert There are things ee do in the club Agree_Likert When we ask managrment they always acceptvus request and implement Harvesting_Period_Norms,Gathering_Norms,Burning_Bush_Norms,Hunting_Norms,Fishing_Norms Agree_Likert They can be changed wh3nn people are alternativr livelihood Agree_Likert The land where the natural resources are located are owned by the traditional authority Agree_Likert Agree_Likert A project cannot operate without consulting the traditional authority Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Agree_Likert Agree_Likert They can change slowly due to low performance of the group Agree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees have challenges in growung up if they are burned Forest_Dependent It provides resources for the people in terms of wood Agree_Likert They canbbring prooer protectionnof the environment Agree_Likert NaN Agree_Likert As long as there is change and it is good thennit can be accepted Agree_Likert NaN Strongly_Disagree_Likert We have nevervdone that Agree_Likert We learnt ablot from the infomationnto implemnt out activities Agree_Likert Agree_Likert Agree_Likert NaN Agree_Likert Other_GetKnowledge Agree_Likert Agree_Likert Because we are making contributions yo the club Strongly_Disagree_Likert They are protected by the law but it can done with a linsece Strongly_Disagree_Likert With a linsece Strongly_Disagree_Likert Unles wirh a linsce Agree_Likert This is because when the government impkrmebts bsomrhing everyone has yo obayg 8/10/2024 11:12:08 AM n.namatama_ioer 12/8/2024 8:05:57 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phones From the chiefs 33.448142 -10.576198
36 37 fe0f0e0f-ac40-442b-b1b4-1fd7ddeb456a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/10/2024 3:27:00 PM Kalanga ward SDA Main church Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Agree_Likert We work togather and thinhs move smoothly Agree_Likert We hadcalready created a fish pond befire we are funded or supportedvthe SCRALAtherec Agree_Likert There is no complete takingv care of the environment because some trees are didtroeye whike others are fine bybthe forestvdepartment Traditional_Authority_Conflict Agree_Likert I had gone for a training for bee keeping and fishingbfor 7 days Agree_Likert The lessons do nit end abd new things can be learnt Agree_Likert I had goe for traingvin fish farming anf bee kepingbfor 7 days Disagree_Likert There is nothing Agree_Likert Ifbthere are no kaws there can never be progress Agree_Likert The information is recievde from the tv or agricukture ofgices tobassit ud in farming Other_About Responsibility_Nature_Express Agree_Likert The change of climate canbnecissate chaningvthr values Disagree_Likert Therevarev no beliefs Strongly_Agree_Likert We living in thr environment of givernment laws so they have to folleed Harvesting_Period_Norms Agree_Likert We cannot change because the period for haverst is neccistwd by thing being reafy Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert There are the livelihoods we engage in such as keeping goats and fish farming Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Wood_Extraction The people who are cutting tree for charcoal destroy them such it is difficult for regeneration Agriculture_Areas_Dependent We obtain food crops that assist us in our livelihood Agree_Likert As longv as they bring develooment innour livelihoods Agree_Likert As long as we arev taught more because we have little kniwledge Agree_Likert They can not be changed unles the givernmennt changes them Agree_Likert Because we are always talkingvand aggretinh onnthings thatbbringbdevelopment in our area Strongly_Disagree_Likert There are no universitities Disagree_Likert We cannot use the old wether forests but havr tobdepend on the cirrent ones Agree_Likert Agree_Likert Agree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert We do not have only one livehood thus the source of incomeunles Strongly_Disagree_Likert Unless we have a license Strongly_Agree_Likert Unless we have a licenynlessse Strongly_Disagree_Likert Unless we hqve alincesd Agree_Likert When we coordianted between the government and communuty there is develolment in the endnop 8/11/2024 2:40:56 PM n.namatama_ioer 12/1/2024 8:25:52 PM n.namatama_ioer NaN Fish ponds NaN NaN NaN NaN NaN NaN From tge government NaN 33.457447 -10.567631
37 38 a85ec545-49e4-4f87-aca7-e1fa8252c1b7 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/11/2024 4:21:00 AM Kalanga ward Nursery Tree plwnting Pine trees Lessthan4Lima_Size TRALARD_LNM yes Lessthan10People_Many NaN Not applicable Strongly_Agree_Likert Am managinhbit on myvown Disagree_Likert Thev steuctures arevl allnfine Traditional_Authority_Conflict Strongly_Agree_Likert The agriculturr and forest department givee ud advise on ehwtvtobdo Strongly_Agree_Likert It is imoottwnt to know tov lookbvaftrrv thrv gorest and thev environmnet Agree_Likert I had kesson for thev forest part whilev the for animak oer ibdif noy have any lesons Agree_Likert The laws are the same The Agree_Likert The laws arev notvknown thusv ibcannotbagree to oaws thatc i do not know Strongly_Agree_Likert Yed i have thr abikuty to interorete becausr i evemn trachboeoplebin thr community Other_About Care_Nature_Express Disagree_Likert It is becausr taking care of nature is important Agree_Likert There isv places inb the rivers where thev traditionbauthoritybinvike the soirits tovassit in have rainfall Agree_Likert If they are nit acceoted i woukd not havr been receivinh regukations or guidancr on hoe to manage the forest Food_Taboos_Norms Agree_Likert royes a lotvof thing lije soil and biodivesity Agree_Likert Chitemene system destroys the environment Agree_Likert Disagree_Likert We do not do that Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection They are a source of income through tourism Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Land_Agriculture Source of income Wetlands_Dependent Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert Agree_Likert The technolgy is cahnging thus ibhavebto mkve togather with technolohy Disagree_Likert Ibhave do nit have adquate kniwledge Agree_Likert Yes as long as tgey are in line with the envirinment Agree_Likert They peopel within the village accept the things we do and following what wevare implemrnting Disagree_Likert There is nothing Agree_Likert I teach the community on it impiatatnce Disagree_Likert Agree_Likert Agree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Undecided_Likert No answer Strongly_Disagree_Likert They arev protectwd bybthe government Strongly_Disagree_Likert Protected by the govern ment Strongly_Disagree_Likert Protectrx by the governmnet Agree_Likert When the community and givetnment make an agrement togathe it make tge caggremnt acceptable to both sides that woukd stand avtestvtime 8/11/2024 2:41:07 PM n.namatama_ioer 12/8/2024 6:36:29 PM n.namatama_ioer NaN Plantation NaN NaN NaN NaN NaN NaN Through community gathering and brochers NaN 33.450785 -10.575330
38 39 57952118-1400-4faa-857d-3d6715ec33b5 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/11/2024 6:04:21 AM Kalanga ward Tikokelane saving group Saving or loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Agree_Likert They oeopel arr cordingv through makingvtheir ownbcontributuons ti the savingvs group Strongly_Agree_Likert The results in the group are seen becausr progress id seen Strongly_Agree_Likert We are workingbwell Ourselves_Conflict Strongly_Agree_Likert The peoole from agricukture and section leaders Strongly_Agree_Likert So that we knowv how yo take care of thr environment Disagree_Likert No lessons Disagree_Likert The laws are the same Agree_Likert So that we cannoearn some things that we do not know Agree_Likert The information is not relaible for management Other_About Care_Nature_Express Disagree_Likert The animals belong in thr game park Disagree_Likert There is noyging Strongly_Agree_Likert They are the peoplr who teach us Harvesting_Period_Norms,Pastoralism_Norms,Fishing_Norms Disagree_Likert They cannot be changed becausr thats howvwe have been brougt Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert We do not depend on them Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees dry when they are burnt Agriculture_Areas_Dependent It is a source of crops for food Agree_Likert They is develooeny for instance some cioeratices are give small vehickes Strongly_Agree_Likert There sometimes we teach othre on how we canntake care of the tree Agree_Likert As long as theyvare in line i orotection the environment Strongly_Agree_Likert They groups that we make are from the leaders which are made by splitingbthe lager grouo inba smaller ones Agree_Likert There is nothing Agree_Likert They help unnpalnning Strongly_Agree_Likert Agree_Likert Agree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Undecided_Likert Agree_Likert When ingrow grounds i sell andnit isbwere i get income Strongly_Disagree_Likert We arevvnott laloowed to even walk inbthr areas such as game parks Strongly_Disagree_Likert Protected by governmen Strongly_Disagree_Likert Protectwd by goverbment Strongly_Agree_Likert They are the ones who teach us thau we have to aleays agrerv with them 8/11/2024 2:41:16 PM n.namatama_ioer 12/1/2024 8:26:10 PM n.namatama_ioer NaN Saving group for money NaN NaN NaN NaN NaN NaN Through works ee atend and then we also teach others NaN 33.451910 -10.576006
39 40 de06ad6c-1f88-4a99-93c0-38163eda134a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/11/2024 9:08:00 AM Kalanga ward Hope saving for change Saving and loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Agree_Likert The cordinates with each bother Agree_Likert We doing the laon activities on our own with help fron SCRALA but we intend to getvsome help Agree_Likert If there so many changes in a short period of time it might worsen the activies Ourselves_Conflict Agree_Likert They arebfound atvthe district Strongly_Agree_Likert If you learn then it means you improve Strongly_Agree_Likert I had a training with thebforestvdepartment Agree_Likert There are policies that are accepted by the traditional authority such as thrybrefysed to have a community part in the sense thay the governement woukd grab the land Agree_Likert Us traditional people we are used to do thong in an old way but we have to learn new things Strongly_Agree_Likert We had under gone trainingvwhichbbrought out the benefits Other_About Care_Nature_Express Strongly_Agree_Likert Nature is part of his if it is distroeyed it menas his life is distroyed Agree_Likert There certain areas that are orotectwd by the traditionao authority such if iy is ocvupird by the government then the culture is distroyed Strongly_Agree_Likert If the are let alone nothing would be be achieved with the view s from me Burning_Bush_Norms Strongly_Agree_Likert People are seeing the impact of burning the bush on the animals thud they acan change their livelihood aftet seeing Agree_Likert I have experienced the cultural practices interfering forest management Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Agree_Likert Agree_Likert It would be difficult but after some time it would change gradually Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The fires cause a lot of damage to biodiversity as well as plants Agriculture_Areas_Dependent Thats were we grow crops for our livelihoods Strongly_Agree_Likert Theyvhelpbreduce the damage to the environment Agree_Likert The projectsvare goungbforwardvin their managemnt Agree_Likert Some principles are bad and if the goverent brings in new princilres then i fit in . Some peole say thatbthry canmot live with shorting animals as tjeir principles Strongly_Agree_Likert There are abnumber of pwople visiting to advise anf teach them Disagree_Likert There is no exooure to university but he woukd to Strongly_Agree_Likert It helps in naking good plans Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Community_Radio_Receive,Television_Receive,Other_Receive Agree_Likert Other_GetKnowledge Agree_Likert Agree_Likert When you have finabce you havr the capabikitybto do anything Agree_Likert As long their is a license Agree_Likert As lobh as there is a license Agree_Likert As long as there is a license Strongly_Agree_Likert If there is an agreement them there wiukd be clear guideline between the governemt and the local community 8/11/2024 2:41:25 PM n.namatama_ioer 12/8/2024 7:15:37 PM n.namatama_ioer NaN Savings NaN NaN NaN NaN NaN NaN Phones Through work shops with statekholders 33.465623 -10.558932
40 41 f3f6722e-53e4-47c9-838e-8d331ce8ba89 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/11/2024 9:18:00 AM Kalanga ward Vitumbiko cooerqtives Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Strongly_Agree_Likert Thet work togather as a xommunity Strongly_Agree_Likert We are working togather and it is only the financial apsect hindering bus Agree_Likert Thete are ceratian institrikn from the traditional authority thatvare contrinution to protectionnof the environment whike others are not Central_Government_Conflict Strongly_Disagree_Likert There is no one who gives us afbise Strongly_Agree_Likert The forests are a source of income for us thus we nee to have know to protwctvthem Disagree_Likert There is nothing Strongly_Agree_Likert Thev forest department migh give a lincese to cut trees but the headman might not allows to cut the tresto Strongly_Agree_Likert So that the we learn how to look after tje forests Agree_Likert For olqnning Other_About Responsibility_Nature_Express Agree_Likert They can bring distructionnto thr envirobment which inturnbdistroys our livelohoods Agree_Likert If tgere are belief the environment can be distroyed Agree_Likert The leaders are the ones who are leading us in the cativities Burning_Bush_Norms Agree_Likert The people justb burn the bush and the soil fertility is reduced as wel as the crops are dostroyed Disagree_Likert There is nothing Undecided_Likert Undecided_Likert There is nothing Source_Income_Purpose,Other_Purpose Agree_Likert Material_Connection No answer Lessthan2Years_Long Agree_Likert Strongly_Agree_Likert Agree_Likert NaN Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees get burn reducing regeneration as well as the fertility of the soil Wetlands_Dependent Source of life Disagree_Likert NaN Disagree_Likert Ibdo not have any training Agree_Likert If they are not in line with protection the environment Agree_Likert When we plan fot any it is followed to the lattet Strongly_Disagree_Likert There is nothing Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Community_Radio_Receive,Other_Receive Strongly_Agree_Likert Other_GetKnowledge Agree_Likert Disagree_Likert There is mothing Strongly_Disagree_Likert It is owned by the government Strongly_Disagree_Likert It is owned by the government Strongly_Disagree_Likert It id owned by the governmrnt Strongly_Agree_Likert If there are differencies betwen the trafitional authority and the government then the protection of the environment wouod be difgicukt to be attained 8/11/2024 2:41:33 PM n.namatama_ioer 12/1/2024 8:40:18 PM n.namatama_ioer NaN Fish ponds NaN NaN The tourist bring income in terms of viewing the animals NaN NaN NaN Phones using messages We are not taught 33.465658 -10.558947
41 42 d6365900-04d0-414d-aab3-8f3e3b90f642 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 8:05:00 AM Ntonga ward Non Bee hives NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Undecided_Likert Am along Strongly_Agree_Likert I have tje inowledge thay i can work alone Strongly_Agree_Likert The structures are fine other thr biodibersity wouod be distroyed Traditional_Authority_Conflict Strongly_Agree_Likert Thete is a leqd famer that teaches ud how yo keep behives Agree_Likert So that the knowledge can help protect thr environment fot yhjr futurr generation yo havr a view of the biodiversity Strongly_Agree_Likert There are training that i have attended Disagree_Likert The laws of the goverent and the coinvil they move in thr same direction Agree_Likert So that they can help me in my livelihood Disagree_Likert They are difficukt yo inteprete Other_About Care_Nature_Express Disagree_Likert Thr protection of naturr means that it can hrlp thr furturr generation Disagree_Likert Thrre is nothing Strongly_Agree_Likert It is because we are also implemetingbthr projects Harvesting_Period_Norms Disagree_Likert They cannet be changed because the period of harvesting means that the productsvare ready Strongly_Agree_Likert Our old parents taught us to protect the environment so that is more like a customary practice Agree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Disagree_Likert Material_Connection They help us in being a source of food as well as water Lessthan2Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert There is need to change because the world is developing hence to move with it Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The trees get destroyed when they are burnt and it is difficult for them to regenerate Agriculture_Areas_Dependent When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees Agree_Likert They help us in our livelihood through refuctionbin cutting down trres Disagree_Likert He has not trained in anythongno answer Disagree_Likert NaN Agree_Likert Beccause we always followb whatvtheleaders say Disagree_Likert Tgere is nothinh Agree_Likert As long as there are people to trainnus Undecided_Likert Agree_Likert Agree_Likert Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Disagree_Likert We do not have money or any sponsers Strongly_Disagree_Likert The laws do not allow Strongly_Disagree_Likert The laws do not allow Strongly_Disagree_Likert Tge laws do not allow Agree_Likert We are told whatvto do and in the end we follow whatvhas been agrred 8/13/2024 2:52:30 AM n.namatama_ioer 12/1/2024 6:07:38 PM n.namatama_ioer NaN Beehive keeping NaN NaN NaN NaN NaN NaN NaN NaN 33.323648 -10.140853
42 43 c2c190a3-c3da-4d31-a9e9-73ee19296436 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 9:10:49 AM Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Undecided_Likert She is just an individual Agree_Likert I was keepingbchickens thus u can mange tondo it Agree_Likert Theyvwork well because they protect the environment Traditional_Authority_Conflict Agree_Likert The village headman give advice of what shoukd be donento protect the environmnet Agree_Likert The livelihood we undertake we do not take care of the tree we just cut tgem thus onowledge woukd assit in protectingvthe environment Agree_Likert There are meetingbwe attendbwherevtheyvtrach us on howbtonprotect thr environment Undecided_Likert I have no idaea Agree_Likert It is importabt to learn new thing inbcase i have forgottrn so that am updateded Agree_Likert We always followe that sometimes web even use maize seeds thatbmaturr early dependingbon thr the amountbof rainfall Other_About Care_Nature_Express Disagree_Likert The biodivesity and trees woukd be distroyed Disagree_Likert There is nothing Agree_Likert The leaders always teachbus hoe to protect the envirinemt Harvesting_Period_Norms,Burning_Bush_Norms Agree_Likert Theyvcannot be change because when thebcropsbare readyvtheybhave to be harvested abd burning can be done late it woukd not be got because it is almostv rain season Disagree_Likert There is nothing Disagree_Likert Disagree_Likert We do not do that it as it is unneccesary No_Idea_Purpose Disagree_Likert Other_Connection Where trees are protected it leads to rainfall in the area 7to8Years_Long Disagree_Likert Disagree_Likert Agree_Likert The keeping of goats helps in protecting the environment because the livelihood is depend on them Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting of trees for charcoal prevents regeneration Agriculture_Areas_Dependent Thats where we get food products for our livelihoods Agree_Likert The innovationnlike ccoking stove usesbminimumbchaocal thus reducimhb deforrststiom Disagree_Likert I do not have an idea Agree_Likert As long as they protect the environent Strongly_Agree_Likert They alswys teach us to protectvthe envormwnt and webagrree with them Disagree_Likert Thete is nothing Agree_Likert They providr us with infoamtion that help usbplan Agree_Likert Agree_Likert Agree_Likert Field_Extension_Services_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert It is only moneyvwe getvfrom farmingbacrltivies Strongly_Disagree_Likert We are forbiden Strongly_Disagree_Likert Weare forbiden Strongly_Disagree_Likert We are forbiden Agree_Likert As long as the traditioanl autjoriyy thenbtheybwill lead in protecting the environment 8/13/2024 2:52:44 AM n.namatama_ioer 12/1/2024 6:08:59 PM n.namatama_ioer NaN Goat keeping NaN NaN NaN Protection of trees NaN NaN NaN NaN 33.326144 -10.112918
43 44 22e6ba0c-454a-49ff-a4f9-580258071f3a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 10:00:47 AM Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Undecided_Likert Not applicable Agree_Likert No answer Agree_Likert No answer Ward_Development_Committee_Conflict Agree_Likert The forset helps us we do not have anyone from the local communiyy Strongly_Agree_Likert Do that i can have more knowledge as well as to follow whatbever they teachbus Agree_Likert The forestvteach us not ti cutt down tres thatvare close to the river otherwise the river will dry Disagree_Likert Theyvvarev all the same Agree_Likert They have jsutbto be accepted Disagree_Likert I canmot because they are written in english unles in Bemba lqnguage l woukd be able yo interpeete Other_About Responsibility_Nature_Express Disagree_Likert They are a habitatbfor anaimals Disagree_Likert There us nothing Strongly_Agree_Likert They havr been accepted bybthe leaders because they alwys advise us Harvesting_Period_Norms Agree_Likert No answer Disagree_Likert There is nothing Disagree_Likert Undecided_Likert We do not have Nature_Protection_Purpose Agree_Likert Material_Connection They are a source of livelihood 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert They are a source of income Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land Wetlands_Dependent Water is life Agree_Likert So that we see them howbtheyvarev working Disagree_Likert No answer Undecided_Likert No answer Agree_Likert No answer Disagree_Likert No answer Undecided_Likert No answr Agree_Likert Agree_Likert Agree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert We have been money for the goatvrpoject Strongly_Disagree_Likert No answer Strongly_Disagree_Likert No answer Strongly_Disagree_Likert No answr Agree_Likert We have to make agree so asbto orotect the envitonment 8/13/2024 2:52:56 AM n.namatama_ioer 12/1/2024 8:40:37 PM n.namatama_ioer NaN Goat rearing NaN NaN NaN NaN NaN NaN Government departments NaN 33.325991 -10.113159
44 45 0c588ba1-1b92-46f0-af68-6d22cf2b85a6 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 11:08:55 AM Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no Lessthan10People_Many Undecided_Likert Not applicable Agree_Likert Ni answer Agree_Likert They do not vissit us frontime to time Ward_Development_Committee_Conflict Agree_Likert Rhere are only vikagevheadmeb that advuse Agree_Likert So that they can help usnin future for the future genration Agree_Likert There is nothing Agree_Likert No answer Agree_Likert When we are advused we can keep orbprotect the environment Disagree_Likert We cannot access thev information due to lack of radios andbtelevisions Other_About Care_Nature_Express Agree_Likert If the givwrnment woukd help us then we wouod do it Agree_Likert It isbfor the orotectionnif the environennt Agree_Likert In our area we ibey the traditionalnauthroty as well as the leaders Pastoralism_Norms,Burning_Bush_Norms Agree_Likert Throught thevgovernemnt it can change Disagree_Likert There is nothinhg Disagree_Likert Agree_Likert Sometimes we discuss locally how the animals are going to be looked after Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Agree_Likert So that the government can support us in turn we protect the environment Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The small biodiversity are destroyed by fire Wetlands_Dependent Water is life Agree_Likert They invoationbsuch as ccokingvstoves canbreduce deforrstaion Disagree_Likert We need to bebtaught how to protectvtheb environment Agree_Likert We cannchange thembifbtheybtake usbtowards protectingvthe environment Agree_Likert We attendwdbthe neetingbwith leadingbto discvuss diffrent issues Strongly_Disagree_Likert There is nothing Disagree_Likert We do not use those things Agree_Likert Agree_Likert Disagree_Likert NaN Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Disagree_Likert We do not have support Strongly_Disagree_Likert They are protected by the givernent Strongly_Disagree_Likert They are protectrd by the governemnt Strongly_Disagree_Likert They are protected by the givwrnemnt Agree_Likert If there is an agreement the protection of the envoronement isvwffective 8/13/2024 2:53:02 AM n.namatama_ioer 12/1/2024 3:26:50 PM n.namatama_ioer NaN Goat rearing NaN NaN NaN NaN NaN NaN Phone using meassages or wattsup NaN 33.318159 -10.125207
45 46 b2232f0d-b2b8-4138-a697-9c6c4830b460 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 11:45:00 AM Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Undecided_Likert Not applicable Strongly_Agree_Likert We can do it so that the environtmwntbandbtres can be protected Agree_Likert The differentv institution they akways explain the importance of protecting the environment Traditional_Authority_Conflict Agree_Likert The government extebsion ofgicer and the rradition authorityvexplain the imoirtance of the environment to human kind Agree_Likert I woukd like the lessons help us to how to protect the environment so that thevfuturevgeneration canbbenefitbfrom it Disagree_Likert There are no leson but onlybsentisations Agree_Likert The laws comes form the central goverent Strongly_Agree_Likert If we cut the tree the source of water woukd be diturbed as well as the animals that reside in the forrst will lack habitatats Agree_Likert We are not that learnt but we just hear about tem Other_About Responsibility_Nature_Express Disagree_Likert There are peopke who were keeping the environment a long time ago thus the currentbgenration shoukd keep it for the future genration Agree_Likert In our vilkage it is forbidden to cut btrees Agree_Likert The environment is beeing procted by the the leaders as well as the community Harvesting_Period_Norms Agree_Likert The forest departmentbhas forbiden us from burningbthe bush as well as cuutingbdown trees Disagree_Likert We do not have any traditional practices but it is only the government that guides us on what we should do Undecided_Likert Disagree_Likert We do not have anything Other_Purpose Strongly_Disagree_Likert Material_Connection Somehow but more to protect them 5to6Years_Long Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert I only use domesticated animals Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Burning destroys the trees Wetlands_Dependent Water is life Agree_Likert They help reduces distruction to tge environment Disagree_Likert We need to be taught what to do to in protecting the environment Disagree_Likert I will stick to the natural resources being keptvwell Strongly_Agree_Likert Theyvteach us to keeo the envurobent and we follow them Disagree_Likert There is nothing Agree_Likert No anseer Agree_Likert Agree_Likert Disagree_Likert Community_Radio_Receive NaN ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert We do not have much money but we just calutivate Strongly_Disagree_Likert Theyvarevptotected by thr governemnt Strongly_Disagree_Likert Protectwd Strongly_Disagree_Likert Protected Agree_Likert The aggrement help because the informationbis passed throught the whoke communuty 8/13/2024 2:53:11 AM n.namatama_ioer 12/8/2024 7:45:23 PM n.namatama_ioer NaN Goat rearing NaN NaN For sources of income through tourism NaN NaN NaN NaN NaN 33.318180 -10.125235
46 47 6d241b40-a23a-4257-bbfe-31647918530f NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 12:31:55 PM Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Undecided_Likert Nit applicable Strongly_Agree_Likert We have been taught hiw to lookbafter goat thus we can do it ownnour won Strongly_Agree_Likert They cannot be changed because theyvare pritecting a lot of things Traditional_Authority_Conflict Strongly_Agree_Likert Tge vikage heademen as well as in the churches they give us advise Strongly_Agree_Likert The lessons would assist us howbto rpitectvthe environent Disagree_Likert There is nothing Disagree_Likert There is nothing Strongly_Agree_Likert They help us to lok after the trees which bringvfreshvair Agree_Likert We justvhear about it but we have never beenntaught avout it Other_About Responsibility_Nature_Express Agree_Likert They way we protect the environent can be changedb in reagrds to climate change Agree_Likert The belief that if we cut tres the animals in the bush will go away Agree_Likert Ifbwe are taught not to cut the rrees we follow whtvthey say due tobrespectbwebhavebforn them Food_Taboos_Norms Agree_Likert They can be cahnged if we learn a lot Agree_Likert There are rules that are made which are customary practices that should be followed Agree_Likert Agree_Likert We always follow the laws that are taught to us Nature_Protection_Purpose Agree_Likert Material_Connection They help in a lot of things such as the air we breath 5to6Years_Long Disagree_Likert Agree_Likert Agree_Likert If there are people who are teaching you there are new things that you learn Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The fire burns the trees and it leads them to dry Forest_Dependent No answer Strongly_Agree_Likert No answer Disagree_Likert We need lesson Agree_Likert As longvas we are taught Agree_Likert Wevalways followb whatb ourvleaders tell as well as the tradirinal authotity Disagree_Likert Therevis norhing Agree_Likert The practicrs of longbago werev better than the curebt ones Agree_Likert Agree_Likert Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Disagree_Likert We would like to have money and ifbthere is any help to be happybto have it Strongly_Disagree_Likert We do not have the rights Strongly_Disagree_Likert We do not have license Strongly_Disagree_Likert Protectd by governwmnt Agree_Likert If there is no agreemebt then we cannit work along as well as we nedd knowledhe from them 8/13/2024 2:53:21 AM n.namatama_ioer 12/8/2024 7:41:48 PM n.namatama_ioer NaN Goat rearing NaN NaN NaN NaN NaN NaN Through word of mouth NaN 33.318542 -10.124886
47 48 d1c2d8c9-9e8b-4e6b-9b0e-386fd0871935 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 2:44:00 PM Ntonga ward Muwalule conservation club Piggery rearing and bee keeping 8to12Lima_Size TRALARD_LNM yes Lessthan10People_Many Agree_Likert There peooke who are active whike others are not Strongly_Agree_Likert It started as a conservation club and tralard justvcome into been Agree_Likert There is need fot imorovemnt andbthey shoukd train local people and if tgere no allowances offixesr cannot work but the community canndi it Ourselves_Conflict Agree_Likert They only come when they have alloeances in the loacal community if there are no allowancrsbtge ofgicere do not shown up people Strongly_Agree_Likert It can lead tibprotectionnif the environentnif we learn how ti protect the through the knowledge of nit cuttingbtres near thebrivers Agree_Likert Tehre are senstisations that are caaried out by forest and sgrivukture Agree_Likert We contribute mikketvevery yera milletbto the chief thus where will we cuktivate mikket if we do not cut down the trees Agree_Likert The impact is seen through thungs that are happeningb and laws cannprevent distruction to the environemnt Agree_Likert It helpsbplan onnhow to plant croos with infoemation for rainfall Animal_Rearing_About Responsibility_Nature_Express Agree_Likert We the trees are kept well the environent and it natural woukd be sustainbaly managed Agree_Likert There arwvscarid palce where people arevnot allowed to cut themm as well as fruit bearing tree the traditional authority does not allow anyonebto cut them down Disagree_Likert Sometimes when you report thebcutting of down tree theirbis noacyion taken bybthe higeher authorities Burning_Bush_Norms,Harvesting_Period_Norms,Food_Taboos_Norms Agree_Likert The periid of burning can be changed especially shiftinhhbyo early burninh Agree_Likert There are places that they do not allow cutting trees as well as cutting down fruit bearing trees Disagree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Agree_Likert Material_Connection They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying 3to4Years_Long Disagree_Likert Disagree_Likert Agree_Likert Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find Disagree_Likert Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Land_Agriculture The people cutting huge chucks of land for cultivation of crops Agriculture_Areas_Dependent That is where crops and income comes from Agree_Likert There wasca project innwhcih some peope had ccokingbstove made thatbuse d very little wood to cooknfood Agree_Likert We have have knowlegeb onnhow tonprtectbthe environment Disagree_Likert We kniw the bad and thebgiod reasons of sustanbly managingbthe environment Agree_Likert There is no increase beacuse they do not understance us Agree_Likert Twhre is nothing Agree_Likert NaN Agree_Likert Agree_Likert Strongly_Agree_Likert Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge,Other_GetKnowledge Agree_Likert Agree_Likert We have little moneybjust for a livinh Strongly_Disagree_Likert Unles withba license Strongly_Disagree_Likert Licnse Strongly_Disagree_Likert Linsece Strongly_Agree_Likert If there is an agreementbwith principlesvattched then the environment can be protect3d or implemented sistainably 8/13/2024 2:53:27 AM n.namatama_ioer 12/8/2024 5:28:57 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN Tehre was an organisation ASP and Conseravtion agriculturr scaling up thatbusedbtontrain us 0.000000 0.000000
48 49 30f66dff-a863-46f1-80b2-f5744e76de70 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/12/2024 3:16:26 PM Ntonga ward Nachipuzi woenen club Goat rearingwe 4to8Lima_Size TRALARD_LNM yes 10to20People_Many Agree_Likert NaN Agree_Likert We are a grouo so we can be able to do it Agree_Likert In our grouo we can do it but in the other gropis i do mot know it it is possible Ourselves_Conflict Agree_Likert We are taught only once thus we ned to learn more NaN NaN NaN NaN Agree_Likert Their is a contravtion of takning mikket to the chiefs NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree_Likert Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree_Likert Disagree_Likert Disagree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 8/13/2024 2:53:31 AM n.namatama_ioer 11/30/2024 10:53:16 AM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.000000 0.000000
49 50 5ff57855-7b9f-4635-9dcb-c33c66c229ce NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/14/2024 7:04:00 AM Chitimbwa ward Nkalandu Chicken rearing and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert We work togather within our selves and we hope in the government Agree_Likert We have seen that if wr distroy the environemnt wr cannot have good air Strongly_Disagree_Likert Even if they structures are not working that well but thry still contributr to ensuring thay the work is done Ward_Development_Committee_Conflict Strongly_Agree_Likert There are governemnt officrsr that come to assit us in oir work. Tgere are also lead farmers in the ares that asist us in the projext Strongly_Agree_Likert It is important to lean more than what i currently so help in the orotectionnof tje environment Agree_Likert There lessons from agriculture and forest Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert If there there are no lws the biodiveristy and environment van be distroyed Agree_Likert If they are written in a language which is easy like local language Animal_Rearing_About Responsibility_Nature_Express,Solidarity_Nature_Express,Care_Nature_Express Strongly_Agree_Likert He cammot change because thats what is wriitten in thr bible that God does not wwnt people whobdistroy the environment Agree_Likert The beliefs of longvago id that peoplr were given to cut trees inbcertain places by traditional authoritirs Agree_Likert We always follow what thr leadrrs trlll us to do Harvesting_Period_Norms,Food_Taboos_Norms,Burning_Bush_Norms Agree_Likert It only the burning of bush that can be change thr others cannot be changed. The harvesting period is fixed to the time when they arev ready Agree_Likert If there is no protection of the environment the resources can be depleted Disagree_Likert Agree_Likert We can destroy the environment if there are no customary practices Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert If it is the protected resources we can change Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed Agriculture_Areas_Dependent Thats were we get food that we eat Strongly_Agree_Likert Theyv can hrlp usvl in our livelihoods Disagree_Likert unless we arevtaught Agree_Likert NaN Strongly_Agree_Likert We always discuss what ever we do inour coperatioves as well as tgr traditional leadrrs know what we do Strongly_Disagree_Likert There is nothing Agree_Likert There are no such things a lot of natural respurces cwn getvdostroyed Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert We normalyy have but not much Strongly_Disagree_Likert The arecis protected Strongly_Disagree_Likert They are protecd Strongly_Disagree_Likert They are protecd Strongly_Agree_Likert If tgere is not agreement there woukd be distructiinnof the environment throughb chaocaol ptoduxtion or other vices 8/14/2024 9:03:00 PM n.namatama_ioer 12/1/2024 6:11:14 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phones and letters NaN 30.867899 -8.876599
50 51 b700ed83-2dbc-4bb2-87e8-374374c2e5ed NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/14/2024 7:56:34 AM Chitimbwa ward Kampemba cooerativ Chiecken and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert We work togather Strongly_Agree_Likert They provide honey and thats the reason we can it as well as havingbdiffreny helo Agree_Likert Some institutions that do not provide adquatr protection which i cankot mention here Traditional_Authority_Conflict Disagree_Likert There is nothing Strongly_Agree_Likert They bring developemnr in our lifes thus we need to learn about them Agree_Likert I only had leseon on hoe to orotect the tres Disagree_Likert The kaws are the same but oeople do not just foloow them Strongly_Agree_Likert They kaws are importabt to protect the environment so that the future generation can see them as well Disagree_Likert We do not not receive the information Animal_Rearing_About Care_Nature_Express Agree_Likert The environemnt can be distroyed Agree_Likert The peiple folkow whwtv the traditionwl authority say like if it time to make road every does it Disagree_Likert We have not accepted things like that Harvesting_Period_Norms Agree_Likert If there there anytging that can lead us make as well as a reason for it Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert We do not use them Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture That is the source of livelihood Agriculture_Areas_Dependent Source of livelihood Strongly_Agree_Likert They will bring developent to the area Agree_Likert We knowbvery little thats the reason people distroyvthe environennt Agree_Likert NaN Agree_Likert What is brought we accept thus thev growth Strongly_Disagree_Likert There is nothing Agree_Likert The old one was better Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert We have but it is just gor domestic use at home Strongly_Disagree_Likert They are are protected Strongly_Disagree_Likert We dp not have right Strongly_Disagree_Likert We do not have rights Strongly_Agree_Likert Some peole may not what to make an agreemnet in the local communiity while other s woukd want to 8/14/2024 9:03:07 PM n.namatama_ioer 12/1/2024 3:33:00 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones or word of mouth NaN 30.870721 -8.876552
51 52 611246ea-040b-4f32-9bf1-ff48897e94e7 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/14/2024 8:50:15 AM Chitimbwa ward Izuka coper Pog rearing 12to16Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert Some peole have left the grouo we wete many Strongly_Agree_Likert We have been working on tge tralard proted thus we can continue Strongly_Agree_Likert We always have meetinvvwith them so they are fine Ward_Development_Committee_Conflict Agree_Likert The traditional leaders Strongly_Agree_Likert The tree help to have water and rainfall ass well as drying ofvwater if cut down the tres Strongly_Agree_Likert The extensionnoffices from government as well as traditional leaders teach us Strongly_Disagree_Likert They are the same and we are always sentised abouy it Strongly_Agree_Likert It is beacusr the matural resourcrsbit is us the communitybtahtvlokk aftef them Agree_Likert They are import to use in the planning Animal_Rearing_About Care_Nature_Express Disagree_Likert Thats how we hqve been brought up yo care of the environment Strongly_Agree_Likert We always follow what the cheifs or traditional autjority say iif wr disbey them we have comkited a crime Agree_Likert The government is the one that take care of us Food_Taboos_Norms Strongly_Disagree_Likert We cannot cahnge some customary practicrs because we the communitybhave to lokk after the chief thus we have to give the chief part of our harvest Strongly_Disagree_Likert There is nothing Agree_Likert Undecided_Likert There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Agree_Likert As long as there is help from the government Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture Thats is the source of food crops Wetlands_Dependent Life is water Strongly_Agree_Likert We do not have such innivationbthusbwe can accept such kindnof things Disagree_Likert Unless we are tought how to do it Agree_Likert NaN Agree_Likert When collaraborate we exchangevideas and knowledge Strongly_Disagree_Likert Thwre is nothing Strongly_Agree_Likert At tge momnet we have a lot of rainfall Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Disagree_Likert We do notvhave Strongly_Disagree_Likert Thatv is prooertyvof the government Strongly_Disagree_Likert Thats is property of the govetnment Strongly_Disagree_Likert Prooerty of the government Strongly_Agree_Likert Am a headman thus what ever cone from the traditiknal authorityvi teache the community 8/14/2024 9:03:13 PM n.namatama_ioer 12/1/2024 8:13:01 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phone calls NaN 30.860684 -8.873191
52 53 a3fc4745-8f72-4737-8641-d7dd10b970ea NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/14/2024 10:13:29 AM Chitimbwa ward Chammwisanza Pigg rearing 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert We take care if the piggsvtogather Strongly_Agree_Likert We have beennworking togather thus we can doniy Undecided_Likert I do not know Traditional_Authority_Conflict Agree_Likert The peole from tralardvcome to teach us Agree_Likert So thag that we know hiw to protect the environment Strongly_Agree_Likert We have not have any lesseons apart fromhow to look aftet pigs Strongly_Disagree_Likert Tgere is nithing Strongly_Disagree_Likert Because some laws might be a hinderarnce to me becausr i would do the oppsiste Strongly_Disagree_Likert Ni answer Animal_Rearing_About Care_Nature_Express Disagree_Likert The natural resources can be distriyed Strongly_Disagree_Likert It cannot happen Disagree_Likert They have not done it Burning_Bush_Norms Strongly_Disagree_Likert Burning cannit be changed Strongly_Disagree_Likert There is nothing, the SES are looked after the game park officers or officers mandated to do so Disagree_Likert Disagree_Likert NaN Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert So that that we can do farming Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Wood_Extraction Because people are just cutting the trees anyhow Wetlands_Dependent Water is life for evryone to drink NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 8/14/2024 9:03:22 PM n.namatama_ioer 12/8/2024 6:02:55 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 30.806530 -8.865453
53 54 bdc7fc9a-9e61-4bea-8414-a734e3860900 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes no 8/14/2024 11:44:59 AM Chitimbwa ward Chitimbwa woemenn club Goat rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert We are yogather in thr copperativr Strongly_Agree_Likert Igbthere are things comingbin futurr thennwe makr a plan of how to work Strongly_Agree_Likert Because there are thing that are being done thatvwe see such as protection of the trees Central_Government_Conflict Strongly_Agree_Likert The forest department as well as the traditiobal leaders such as headment Strongly_Agree_Likert If the tree are cut down thevrains also reducesthere Agree_Likert There peoplebwhoncome to teach as such as agricukture Disagree_Likert NaN Strongly_Agree_Likert No answer Strongly_Agree_Likert No answer Animal_Rearing_About Solidarity_Nature_Express Disagree_Likert NaN NaN NaN Agree_Likert When yhe government say anythingbwe follwoe NaN NaN NaN Agree_Likert There is no cutting of trees anyhow Disagree_Likert Disagree_Likert We do not include Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert The project we have can help us improve our livelihoods Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting of trees for charcoal finishes trees than others Agriculture_Areas_Dependent That were our income and food crops come from Agree_Likert We cann acceptvanything thay comes and it is because thatvwhatvis avaikable Disagree_Likert Unless we are taught NaN NaN Agree_Likert Becaue they halp and inform us on whstvis come interms of develolment Disagree_Likert We hwve not been taight Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Agree_Likert Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge NaN Agree_Likert There are peoele whobare given loand Strongly_Disagree_Likert Theyv are protected bt the goverent Strongly_Disagree_Likert Protected by the govetnment Strongly_Disagree_Likert Protectwd by the governent Agree_Likert Because we see how the givenet protectvthe anomalsnin thr forrst 8/14/2024 9:03:30 PM n.namatama_ioer 12/1/2024 6:12:55 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 30.850065 -8.845818
54 55 c47e3e70-66a9-4bb7-915c-0642dc98e137 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/14/2024 12:28:00 PM Chitimbwa ward Mookeleni Coooeeative Piig rearing 4to8Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Agree_Likert We work andbthere peole whob buy carbin from thebtre Agree_Likert No answer Disagree_Likert They arev protectingvthe tres and yhe rainfall is fone comparedvto other regins Traditional_Authority_Conflict Agree_Likert The peipel from the givernment department we know Agree_Likert We know how to keeondomesticatedv animals and we can add some more onowledgeb Strongly_Agree_Likert We had lessonsnthree time from tbe time of tje project Strongly_Agree_Likert There is nothing Strongly_Agree_Likert So that i learn more Strongly_Agree_Likert We aleays do that Animal_Rearing_About Care_Nature_Express Disagree_Likert We cannot change Disagree_Likert There is nothing Strongly_Agree_Likert That the work we do of protection tbe environmwnt Burning_Bush_Norms Agree_Likert We have learned so it can be changed Disagree_Likert There is nothing Disagree_Likert NaN There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Disagree_Likert There are things of just learning more in what we are already doing Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Land_Agriculture NaN Forest_Dependent Where there are trees it rains much as well as the soil is fertile Agree_Likert They bring develipment Disagree_Likert We do not know and they have oeopke who take care of them NaN NaN Strongly_Agree_Likert We are akways togather and changing our waysbof living Strongly_Disagree_Likert Tehre is nothing Strongly_Agree_Likert Ni answer Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert We do not have Strongly_Disagree_Likert Unless wu5h a license Strongly_Disagree_Likert Unles with a license Strongly_Disagree_Likert Unles with a license Strongly_Agree_Likert When we all in agre we alqays work togather as group 8/14/2024 9:03:37 PM n.namatama_ioer 12/8/2024 6:16:09 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Word of mouth NaN 30.858927 -8.850435
55 56 0fb72a12-bb6b-46c8-bd82-a87593242a92 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/14/2024 1:13:00 PM Chitimbwa ward Mikango coperrati Pig rearing Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert We work togather in the whole group Agree_Likert We can pkan a palne to look after the teees Agree_Likert The institutions work well like if there was forest the trees woukd be distryed Central_Government_Conflict,Traditional_Authority_Conflict Strongly_Agree_Likert Teh foresr department helps to protect the environment. There is also carbon trade that is ben sentised in te area Agree_Likert Whwn we learn we cannprotect the environent well Agree_Likert The the green econmy taught us onnprotection the tree to have more carbon Disagree_Likert They are the same Agree_Likert So that the biodiversity and envirobment can be sustaible protected Agree_Likert We are able to follow after we have lessonfrom tralard Animal_Rearing_About Care_Nature_Express Disagree_Likert When we stop the things given by then climate cahnge woukd be felt Agree_Likert The peole who from the traditiinal shoukd contribute for toatl protection Strongly_Agree_Likert If we do not protect the envirinment they can be distroued Harvesting_Period_Norms,Burning_Bush_Norms Agree_Likert The burning of the bush is not allowed but it isbjust thenpeole whi do kot just adhear to tbelaws Agree_Likert They teach us to protect the environment through preventing Chitemene system Disagree_Likert Disagree_Likert NaN Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Disagree_Likert Disagree_Likert NaN Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning destroys the fertility of the soil Wetlands_Dependent Water is life Strongly_Agree_Likert So thag we do not distroy the natural environemt Agree_Likert Throught training from firsest by making burning gards for forest and we woukd need more knowledge NaN NaN Agree_Likert Thoae thatvdo not have inyerst we always persuadebthem to take part in protecting the envirinment Strongly_Disagree_Likert Thete is nothing Agree_Likert We contiunue to hiwb the weather is do that we protect the environment to orevent climate change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert Throught farming it is the only we have money Strongly_Disagree_Likert Tehy arevprotected by the givernment Strongly_Disagree_Likert Protected Strongly_Disagree_Likert Protected Strongly_Agree_Likert The agreement makes the protection go well in the magement of the natural resourecesvif their is an agreement 8/14/2024 9:03:40 PM n.namatama_ioer 12/8/2024 7:42:26 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Word of mouth NaN 30.860329 -8.852025
56 57 56022b3b-ce05-4aeb-8d9c-28786dfdb9a2 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/20/2024 9:06:49 AM Makuya ward Kanyamisouv cfmg Forest and behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert The commi g of the programme has brought development in the area hence the com unity working togather Strongly_Agree_Likert We can do it because the protection of trees brings revenue from people who may come to buy carbpm monoxide Strongly_Agree_Likert From the time the projected started we seeing wealth in them that would help the vuture generation Ourselves_Conflict Strongly_Agree_Likert People from agri ulture and west lunga and TNC always traing us to look after behivees abd the forest. Thr headmen also act as champions in our ommunity Strongly_Agree_Likert The new knowledge is important for more know jow to keep the forest Strongly_Agree_Likert Lessons from GEF 7, TNC and west lungs Disagree_Likert The laws arr the same Strongly_Agree_Likert All our energy is into protecting thr environment and the natural resources Strongly_Agree_Likert We are told what the invormation anf understand it anf it helps us in thr way we live Other_About Solidarity_Nature_Express Strongly_Agree_Likert Way back we used to distroy the trees buy now we are protect8ng vor furture generation Strongly_Agree_Likert The chief ahs a law that we are not supposed to diztry the environment or the trees Strongly_Agree_Likert We arr open to learning because we are hoping to have resour es in future from the tress Harvesting_Period_Norms Strongly_Agree_Likert They cqnnoy be changed because they foolow a specific time period Strongly_Agree_Likert We always teach people or community on how to protect the environment NaN Strongly_Agree_Likert They cannot be changed because we would like to have the environment protected for our generation to see them in future Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Thats where we get honey from the bees hive for us to have a lot of money 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN NaN Agriculture_Areas_Dependent Thats were we get foods crops for our survival Undecided_Likert NaN Strongly_Agree_Likert Because we are are keeping the trees oursselfs NaN NaN Strongly_Agree_Likert Because the cpmmunity members of over 600 people are working togather to protect the environment Strongly_Agree_Likert There is nothing NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert we do not uave Strongly_Disagree_Likert We have a protect to protect the animals than to distoy themwe Strongly_Disagree_Likert We are protecting Strongly_Disagree_Likert We are protect8ng Strongly_Agree_Likert When qe make an agrement we always follow it so that the nature is proted 8/24/2024 5:55:31 AM n.namatama_ioer 12/1/2024 1:04:53 PM n.namatama_ioer NaN Forest and beehives NaN NaN NaN NaN NaN NaN It is through meetings NaN 25.019525 -12.386759
57 58 25d6dcef-24ad-46fe-a732-7eb448feb8ab NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/20/2024 10:33:36 AM Makuya ward Makuya CFMG Natural and behovees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert We have meetings that makes it a strong collaborratio Strongly_Agree_Likert We have been educated to the importance of the forest and it is our natural resources thus we need to protect them Disagree_Likert The ZAWA are identified by the local commu ity who are sent for training who come back to protect the raea. Three local peole were tained for nine month as ZAWA officers to protect the CFMG as as well as three honery officers that are ptotecting the areas Ourselves_Conflict Strongly_Agree_Likert There are some who were trained by west lunga organisation on how yo manage the beehivees for a period of two weeks Strongly_Agree_Likert Because k owledge does not end it iw all about adding to it. We have a close in the constitution ov the Cfmg for scholarships of 20% from the carbon sale Undecided_Likert Some tra8ning from wet lunga experts was done to protect fore burning as well as to protect the forst through honery forest oficers Strongly_Disagree_Likert There is noth8ng Strongly_Agree_Likert Because any thing can be changed and we do not have to stick to one thing Strongly_Agree_Likert There information that we use su h as putting sugar neer the beehives yo attact them as weel as for their more production ov heney Honey_production_About Care_Nature_Express Strongly_Agree_Likert The knowledge would br cuanged from time to time or from generation to generation Strongly_Disagree_Likert There is nithing Strongly_Agree_Likert For instance the carbon trade, the senior headman would be given 2% while the chief 5% of the sale evrytime Fishing_Norms,Harvesting_Period_Norms Strongly_Disagree_Likert Preiciously the was no fish burn but it was 8nyoroduced to increase them in number and size Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Agree_Likert Previously people used to cut trees anyhow but now there is change Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Land_Agriculture That the reason we were told to start doing conservation farming which entails farming in the same locality NaN NaN Strongly_Agree_Likert There are projects such as carben trade and making of mashrooms from maize cobs tha have been accepted in our area Strongly_Agree_Likert There are factories that are beeing constructwd such as honey factory Strongly_Agree_Likert The project has enaged different department such forests and agriculture in the mqnagement of the cfmgs Strongly_Agree_Likert We are working togather with each other Strongly_Disagree_Likert There is nothong Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We have info4mation that woon we will have a training on how to access loans Strongly_Agree_Likert Unlles with a permit and withouy it you can be geiled NaN NaN Strongly_Agree_Likert With permit Strongly_Agree_Likert We have a certificate of aggreement that was present to the cfmg to carry ojt the acctivities 8/24/2024 5:55:39 AM n.namatama_ioer 12/8/2024 6:57:41 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through meeting and phone calls Exchange visits to other CFMG like a month age we went to Kasempa to exchange visit 24.994702 -12.403117
58 59 f1dabb1d-0a25-47f2-a0b1-caeaecfda728 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/20/2024 12:11:11 PM Makuya ward Kewundu CFMG Beehavies and trees NotApplicable_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert Because we work togather with the commu ity Strongly_Agree_Likert We are are united in doi g the work of managing the vorest area Agree_Likert They are working very well thus no need yo change the stru tures Ourselves_Conflict Strongly_Agree_Likert There are field extension officers that tfain thr executive as well as the community Disagree_Likert We are trained well thus we cannot discard the old becquse we do not k ow the new things coming through Strongly_Agree_Likert The honery offices ard traoned to protect the forest who arr 3 number for 1 month Strongly_Disagree_Likert There are no diffrencies Strongly_Agree_Likert Iif they are assist us in the management as long as they are good ones Strongly_Agree_Likert Late burn8ng is nit alllowed2 so qs to jave enough flowrts for bees to make honey also fresh air from the trees Honey_production_About Responsibility_Nature_Express Strongly_Agree_Likert Thd produ ts in the forst cqn be distroyed if the the values qre changed. Strongly_Agree_Likert There is medical anc honey beer Strongly_Agree_Likert When we started we wrote a propsal of what we have in pur forest area Harvesting_Period_Norms,Pastoralism_Norms,Fishing_Norms Strongly_Disagree_Likert They cannot be changed - the animal are dostru tion to crops unless theh are fenced Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Agree_Likert Agree_Likert We are earning from natural resources so that we can develop Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction Chitemene systems and burning have been disallowed Agriculture_Areas_Dependent Each and every individual depend on agriculture land Strongly_Agree_Likert We qccept kind of traihhk Strongly_Agree_Likert The givernm3nt is our moyhrt Undecided_Likert NaN Agree_Likert NaN Strongly_Agree_Likert We are exchanging ideas with mwekeral university whefe we took honerary ofgicers Strongly_Agree_Likert It is npr all, thr fqmers rja hwvw the abbility to interprete Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Agree_Likert LocalAuthority_GetKnowledge Disagree_Likert Strongly_Disagree_Likert We fo not have mony NaN We havr rhe rsid crŕ Strongly_Disagree_Likert If thrrt sye pefmiitec Disagree_Likert Prote tec Strongly_Agree_Likert Governmner has h9vdn powerr 8/24/2024 5:55:47 AM n.namatama_ioer 12/8/2024 7:45:49 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phones NaN 24.979484 -12.408054
59 60 5667f570-c143-4b39-912a-9e001c45cb14 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/20/2024 3:24:00 PM Makuya ward Kimba cfmg Fiorse qnd behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert When we call vor meeting all come and we share staks Strongly_Agree_Likert When we gather togather we are able to plan and negotiate what we want to do in our commu ity Strongly_Agree_Likert We are seeing what is happening and it is being done by thd various i stitutuional strugures Ourselves_Conflict Strongly_Agree_Likert There are leaders who give advise su h as thos who work from Gef 7, west lunga a Strongly_Agree_Likert We are seeing that the knowlege is changing from time time Agree_Likert Some training on management plan has bden done Strongly_Disagree_Likert There is no contraction Agree_Likert The new policies can guide in runing the cfmg properly Strongly_Agree_Likert It help us know what we should do in the management of the forest Other_About Responsibility_Nature_Express NaN NaN Agree_Likert We are the ones who ard looking after the project thus we can include the ultural axpects Agree_Likert The views have been implemented in the community management NaN NaN NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Agree_Likert The cultural aspects are considered because they are within the CFMG NaN Agree_Likert Material_Connection NaN 7to8Years_Long Agree_Likert Disagree_Likert Agree_Likert The change is easier because it is depent on the people and it can be easily changed Agree_Likert Disagree_Likert Agree_Likert NaN Agree_Likert Uncontrolled_Fires,Land_Agriculture It is the main purpose we do for our livelihood Forest_Dependent NaN Agree_Likert It comes with ig benefits su h as seeling carbon to the community NaN NaN NaN NaN Agree_Likert We have many stakeholders that we are enganging with in the mangement of the environment such as west lunga, tcn et Disagree_Likert We have never done it but in future it will be done Agree_Likert The invormation is beening lookede for management of the cfmg Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert For now it is not possible but in future we will do it Strongly_Disagree_Likert It is not allowed to do it Strongly_Disagree_Likert It is not allowed Strongly_Disagree_Likert It is not allowed Strongly_Agree_Likert It is in place that is followed to implementation ov the project 8/24/2024 5:55:54 AM n.namatama_ioer 12/1/2024 10:33:04 AM n.namatama_ioer NaN Forest management NaN NaN NaN NaN NaN NaN Through phones NaN 24.940233 -12.412226
60 61 b0c4659a-7b23-4aec-94c8-19b085de3c09 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/20/2024 4:22:49 PM Ntambu ward Chhulu cfmg Trees and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Disagree_Likert As long What is disscused is agreement by all members Disagree_Likert Unless the th company or th tnc helps to put us at a stage we would be able the activuty alon Strongly_Agree_Likert We are able to see tgat tge protection of the environment is working well Local_Authority_Conflict Agree_Likert Thats that that are learnt are always teaching us ewpecially from the givernment extensiin Agree_Likert They are knowledge leads to improvement in the management of the forest Agree_Likert We had on from foret on protecting the environm33nt Agree_Likert We using the lws of tge central givernment Agree_Likert We would agree for new laws but we need to be given power as community to protect tge environm3nt NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Strongly_Disagree_Likert There is nothing NaN NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree_Likert We always accept because they help protect the environent NaN NaN NaN NaN Strongly_Agree_Likert That in tge committe they are in agreement NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Strongly_Agree_Likert The agreement are well but that needs effective monitoring and impkemetatiin of the lwas to protect the environment 8/24/2024 5:55:57 AM n.namatama_ioer 11/30/2024 5:11:09 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 24.880580 -12.465876
61 62 b6c30661-6844-4aa6-b6c2-42521c14e51b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/20/2024 4:49:33 PM Ntambu ward Mpulumpa ward Tress and beehivess Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert NaN Agree_Likert NaN Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN Strongly_Agree_Likert The burning of th ebush is nor allowed but only tge consevertion method is followed NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 8/24/2024 5:55:59 AM n.namatama_ioer 11/30/2024 12:42:03 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 24.874518 -12.474850
62 63 1b01c963-e402-4cb6-bc62-491c47729bf4 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/21/2024 5:28:22 AM Silunga ward Kayo ge cfmg Forest and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert There has never been any onflicts and we are always working togather Strongly_Agree_Likert The protection of the trees and biodiverty would led us to making a plan also if the trees are cut it would lead to less rainfall Agree_Likert They need to be changed and they institutions for ZAWA are not seen to operate in their CFMG for protection of the environment Ourselves_Conflict,Traditional_Authority_Conflict Strongly_Agree_Likert Tje west lunga and tnc norrmally help us in capacity building us. There people from the ommunity who arr 4 number who were sent to mwekela forest for training for three weeks Strongly_Agree_Likert We can help to learn how to look after the animals in a nwe from the way it was done a long gime ago Strongly_Agree_Likert There are only four honery officers that were trained to look after the forest. The four are not adquate thus when we make money we will send some more people for training as honerary officers Strongly_Disagree_Likert They are the same Strongly_Agree_Likert They laws would help us pfotect the environment and look after the environment Strongly_Agree_Likert Thdy information we are able to read it and ig helps in thd planning of the protect Honey_production_About,Other_About Solidarity_Nature_Express Agree_Likert If we take care of thd forest then it means that even what is inside is taken care of. In addition chnages brings fear of what will happen in future. Disagree_Likert There is is nothing Strongly_Agree_Likert We have a view ov watdr problems in our area which was submitted to west lunga and they agrred go make boreholes Burning_Bush_Norms Strongly_Agree_Likert It can be changed becauze burning thd bush dixtroys a log of biodiversity Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants Wetlands_Dependent Water is life thus if there is no water all the plants will dry Agree_Likert We have accepted behivees as innoavtion in our area Agree_Likert There is need to have peopel to capacity build us in thr mamangement ov thr forest Strongly_Agree_Likert There is need to have varioux sources ov money su h as behives, small animals and gardens Strongly_Agree_Likert We work togather and when we have challenges they always come to our aid Strongly_Disagree_Likert There is nothing Disagree_Likert Thd information is not orrect su h that it is di jlt to plan how we plant or carry out others things Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Agree_Likert Other_GetKnowledge Disagree_Likert Strongly_Disagree_Likert We co not have we are just keepi g the cfmg and the prfot is not seen Strongly_Disagree_Likert We done not havd money to get a permit go access the resources in thd game parks Strongly_Disagree_Likert Thd permit ard expensive Strongly_Disagree_Likert Thd permit are expensive Agree_Likert The supoort is not ad1quatd in terms ov resources to the honery officers that had been trained 8/24/2024 5:56:06 AM n.namatama_ioer 12/8/2024 6:36:56 PM n.namatama_ioer NaN Natural trees NaN NaN NaN NaN NaN NaN Meetings From west lunga and department of forest 24.909422 -12.266578
63 64 56f82324-815f-448c-bfd7-5b02a5fb1776 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/21/2024 7:49:15 AM Makuya ward Kema Behivees, trees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert There is oordination among thr members Strongly_Agree_Likert We have the ability to work togather that the reason we can make a p,an Strongly_Agree_Likert The measage from the institutiom talk about protectiong thr envkronment Traditional_Authority_Conflict Strongly_Agree_Likert There is agri jlture department and lead farmers that asist us in looking at the forst Strongly_Agree_Likert The knowledge would help us change pur livelihjod if the knowledge is used to protect the environment Strongly_Agree_Likert There people who teach and wr normally go go for workshops Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Thd laws can be accepts like we should not be cutting tree and protect the environment we follow that Strongly_Agree_Likert We are able to interprete the information from d1ifferent depRtment and we are able to follow it Other_About NaN NaN NaN NaN NaN Strongly_Agree_Likert Tp NaN Strongly_Agree_Likert NaN Disagree_Likert The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity NaN NaN NaN Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection NaN 3to4Years_Long Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Land_Agriculture The land cultivated is done on a big land that transforms the landscapes NaN NaN Strongly_Agree_Likert For the purpises of receiving returns form carbon Strongly_Agree_Likert We always uave lessons NaN NaN Agree_Likert We are all in agreement with each otjer Disagree_Likert There is nothong NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Disagree_Likert Agree_Likert We normally charge people we get resources from our forest such as sand, stones and others Agree_Likert In thr game patk they are not allower bit in the forest they are allowed to collect mashrooms anc fruits Agree_Likert In thr game patk they are not allower bit in the forest they are allowed to collect mashrooms anc fruits Strongly_Disagree_Likert In thr game patk they are not allower bit in the forest they are allowed to collect mashrooms anc fruits Strongly_Agree_Likert The people are able to understand if their is an agree and follow the rules of protecting the environment 8/24/2024 5:56:10 AM n.namatama_ioer 12/1/2024 8:47:17 PM n.namatama_ioer NaN Treez and honey NaN NaN NaN Taking care of the animals NaN NaN They have been given books or rules on how to protect the environemnt West lunga and forest department 24.917697 -12.311320
64 65 14fa7d70-d421-4b6f-a3a3-df0b0951dd18 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/21/2024 9:30:43 AM Makuya ward Kesumpa CFMG Behevies and Tress Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert There is cordination Agree_Likert We have made a plan so it will be easir to make one Agree_Likert Thry are working well Traditional_Authority_Conflict Agree_Likert They are peole that brought the cfmg who teach us Strongly_Agree_Likert The peope need to be taught especially the elderly one in the managamrnt og the forest Strongly_Agree_Likert Forest and local authority teach us how to protect the environment Strongly_Agree_Likert Thrg arethe same NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree_Likert They normally give rules on how to protect the environment NaN NaN NaN NaN Undecided_Likert NaN NaN 3to4Years_Long Agree_Likert Disagree_Likert Disagree_Likert We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now Agree_Likert Disagree_Likert Agree_Likert Undecided_Likert Agree_Likert Uncontrolled_Fires We want to reduce the burning of the areas because it destroys the environment NaN NaN NaN NaN Agree_Likert Wh4n we are taughtbwe woukd do it better NaN NaN Agree_Likert Throught the meetings we organise our selves Disagree_Likert There is nothing NaN NaN Agree_Likert NaN Agree_Likert NaN Agree_Likert NaN NaN NaN NaN Strongly_Disagree_Likert Protected by government NaN NaN NaN NaN Agree_Likert The agreement can bring cordination now and in the future 8/24/2024 5:56:14 AM n.namatama_ioer 12/8/2024 6:38:50 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 24.937434 -12.338594
65 66 f530304a-99c0-44d0-8402-a7ac27b2fac5 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/21/2024 10:57:25 AM Ntambu ward Ntambu central cfmg NaN Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Agree_Likert We have been working togather for environment pritectiin Strongly_Agree_Likert We have have laready planned for honey plrocrssing plqnt and a game ranch is plqnned for to be owned by tge Cfmg like tge honey plqnt Agree_Likert There is some contracting of interest like a managerual group is disagreeing with tye other group Traditional_Authority_Conflict Agree_Likert Advice the west lunga, wwf, nature conservacy have been giving advice on nature protection Strongly_Agree_Likert The kniwldge is power and tgere is cgange environm3nt tgus we need to keep up the tge current knowledge Disagree_Likert No traing recieved Strongly_Agree_Likert The government haverst of animals in tge natiinal partks without giving any to the lical community thue there is a feeling that the lical communuty should be priolitised because it is taken go lusaka NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Strongly_Agree_Likert The traditional methods of harvesting such as poaching, burning and cutting down of trees Strongly_Agree_Likert NaN NaN NaN Strongly_Agree_Likert NaN NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If there are other sources of earning a living Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture That is the main stay of living Agriculture_Areas_Dependent NaN Strongly_Agree_Likert The is need yo have both so tgat tgere is adaptabioity NaN NaN NaN NaN Strongly_Agree_Likert Thr ptotectiin of tge environnentbis a resultbof tgr collabiratiin of different actors that are currently implementing in the district Strongly_Agree_Likert There is ni connectivitity with the universitie NaN NaN NaN NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Strongly_Disagree_Likert The givernment is nit fare becuase it favours itselt the thr local communuty 8/24/2024 5:56:17 AM n.namatama_ioer 12/1/2024 1:17:06 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 24.954078 -12.394464
66 67 526f4df9-f9e4-4640-86a8-1dd24064779a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/21/2024 11:37:09 AM Ntambu ward NaN NaN NaN Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert When the work give to implement there is coopertion among the oeople Agree_Likert Then can only do it when they have resources Strongly_Agree_Likert There is no need to change they are working well wiyh diffrent institution framework such as west lunga, tnc Ourselves_Conflict Strongly_Disagree_Likert There is nothing Agree_Likert Both old amd new knowldge can be used for management of forest Strongly_Agree_Likert Zambia forest ollage i had a training for 12 dys and we have been given tools such as bicy les for managing the forest and 4 were trained Strongly_Disagree_Likert There is nothing Agree_Likert The new laws should added only to the existing rules for example if the government were to make a policy on removing everyone from the forest then it would contrading Agree_Likert It can be done only through training NaN Care_Nature_Express Strongly_Agree_Likert They early burning can be changed so as to prevent wild fire through changing the practices Strongly_Agree_Likert One is supposed to cutt trees in the grave yard. Where male circussion""mukanda"" and female ceremonies ""nkuka"" the tress are not cut dwon Strongly_Agree_Likert There is always an agreement when views are presented Fishing_Norms,Burning_Bush_Norms,Harvesting_Period_Norms Strongly_Agree_Likert It only harvesting period and burning that can be changed. Because of the change of the rain period the haversting perion is in april and may but the harvesting period has changed to july and august as the harvesting period NaN There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment Strongly_Agree_Likert Strongly_Agree_Likert Even the Bible says do not forget your roots NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Through management of the forest and through capacity buildiing Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys the flowers for the production of honey which is reduced Forest_Dependent That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer Strongly_Agree_Likert So tgat they benefit i the near future NaN NaN NaN NaN Strongly_Agree_Likert If there there is work a communication is done yo partner with west lunga yo achiev the disered goals Strongly_Agree_Likert Recently there was a meeting fro m secindary schools and agriculture department onhow thry can mitigate late forest fires NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert The vommittes do not have enough resources to supoort the work of honery officers Strongly_Agree_Likert There is no acces rights in the game parks while in tbe other there hqve access right Strongly_Disagree_Likert Tgey acces from thier to their own forest but on in otger firest where they have yo get harvesting rughts such neibouting community forest Strongly_Agree_Likert The permits gives guvee marking riggts for instance someone will have a oermit from a certain cfmg the indicated where the person has gitten the chiacaol from Strongly_Agree_Likert Befores agreenent the resources were exploited and after the cfmg the access to the has been controlked by the communuty in form of honery officers. We have the right to protect the forest such that the kaws protect me from being harassedvby anyone 8/24/2024 5:56:21 AM n.namatama_ioer 12/8/2024 5:16:16 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phone calls to the chairperson and then announces in the community NaN 24.954886 -12.393017
67 68 3bcdedba-b66d-40bc-8b2c-fd11774f4ea5 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/26/2024 9:02:59 AM Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Agree_Likert The people from the SCRiKA project gave us the goats so that we look after them then we can pass them on to the other person and it is benefiting a lot of people Agree_Likert We would like to be helped in terms of how go keep the goats if they get sick because at the moment we do not have adquate knowledge on how to look after them Strongly_Agree_Likert The forest department is working well but the other institutions i do not know what they are doing because i laways see forest department prohibiting people fromcutting down trees Central_Government_Conflict Agree_Likert There peopel that can help us but we have not gone to them to ask vor help Agree_Likert I accept to accept new knowledge but i cannot throw away the previous knowledge but it should be just an addition to the old knowledge i have Disagree_Likert There is little knowledge on how to protect the environment from distru tion thus need for more knowledge Strongly_Disagree_Likert There is no diffrence in the laws between the central govrnment and local community Strongly_Agree_Likert There is always change in the thus even the laws need to change in line with the current situation because the environment is changing so that we can see where we are going or where the laws are leading us Strongly_Agree_Likert We are able to make interpretation through the information we receive from different people from planning and implementation of various livelihood activities Animal_Rearing_About Care_Nature_Express Agree_Likert The trees provide us with rainfall that solves a loy of problems such as giving us an opportunity to plant crops such as maize Disagree_Likert There is nothing Disagree_Likert We do not follow it Fishing_Norms Strongly_Agree_Likert There is situations were the trainditional authority have to conduct deity activities befores fishing can be done other without it no fish would be caught Disagree_Likert There is nothing Disagree_Likert Strongly_Disagree_Likert We do not include it in our aspect Source_Income_Purpose Agree_Likert Material_Connection For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly 3to4Years_Long Agree_Likert Agree_Likert Undecided_Likert It is a challenge to change because there are always up and downs when changing from one situtation to the other Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Wood_Extraction The people that make charcoal cut down trees that are fresh and they cut a huge area Wetlands_Dependent Water is life and is used in every situation such as cultivation, watering gardens Strongly_Agree_Likert For example cooking stoves are new innovation that help protect the environment such as using very little chaocoal Agree_Likert I do not know the responsibilities that have to take to protect the environment Strongly_Agree_Likert We can chqnge because the nwe knowledge can bring development in the livelihood Strongly_Agree_Likert The laws are followed by people as well as the maangers thus there is collaboration between the two actors Disagree_Likert There is nothing Strongly_Agree_Likert The information helps us to plan for the projects su h as training on how to look after the goats Agree_Likert Agree_Likert Strongly_Disagree_Likert Field_Extension_Services_Receive,Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert The money is a challenge Agree_Likert There is access to the game park and wetland Strongly_Disagree_Likert We do not have ribhts to harvest the products NaN We do not have marketing unless we have a lisence because they are protected by the government Strongly_Agree_Likert The agreementmake us understand ea h other through agreement and each one of us has what to do to protect and it makes it easire to protect them 8/27/2024 5:47:27 PM n.namatama_ioer 12/1/2024 9:02:35 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.449587 -15.751994
68 69 befd9a77-11fe-4e1f-9949-420d5a3cd28f NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/26/2024 11:04:27 AM Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert It is not that much collaboration among the people especially in the institutions Disagree_Likert She cannot not do it Agree_Likert We do not have the knowledge the to make the plan thus we need to learn inorder for us to make a plan and after the lesson we will make sure we follow the activities Traditional_Authority_Conflict Strongly_Agree_Likert Thee chief and the headmen teach us Agree_Likert God created creatures need to be protected according to Gods plan as well as the new knowledge can be learned Disagree_Likert I do not have the knowledge to protect the forest anc biodiveristy unless those that have the responsibility to protect them Strongly_Disagree_Likert They are the same Undecided_Likert I not have any information about how to mange the forest unless it was domesticated animals Undecided_Likert I do not have knowledge about thd forest and wetlands thus i cannot answer Animal_Rearing_About Care_Nature_Express Agree_Likert There are products from the forest su h as fruits that are sold on the market such wild fruits Disagree_Likert I do not know anything like that Agree_Likert They always respond and lessen to our advise Harvesting_Period_Norms NaN NaN Agree_Likert There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter Agree_Likert Agree_Likert We always follow what we are told NaN Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert NaN Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Agree_Likert NaN NaN Agriculture_Areas_Dependent It brings us food as well as income Strongly_Agree_Likert They reduce the amount of of trees that are cut Undecided_Likert NaN NaN NaN Agree_Likert There is oordination among the people Disagree_Likert I have never been to the uni ersity Agree_Likert There is no information we receive Agree_Likert Agree_Likert Disagree_Likert Community_Radio_Receive Disagree_Likert ExtensionServicesFromGovernment_GetKnowledge Disagree_Likert Agree_Likert If i have money i can manage Disagree_Likert Unless with permissio Disagree_Likert It is not possible they are protected Strongly_Disagree_Likert I do not have the lisence Agree_Likert They agrrement hdlps protect the natural resour es 8/27/2024 5:47:33 PM n.namatama_ioer 12/8/2024 6:13:52 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.451945 -15.748763
69 70 d85d0c4f-8b50-41b4-89a9-bd39983de687 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/26/2024 12:36:33 PM Namwala Central ward Not applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert If there was no trust the groups would have disintergrated by now Strongly_Agree_Likert I can do it because are have been looking after the five goats that we were initially given and we have passed on the goats and i still do have reaimed with 12 goats Strongly_Agree_Likert There is neec to be helped to be dipping ov the goats anc thats what is making us not to have a lot of them Central_Government_Conflict Agree_Likert We have been having meeting on how to take care of animals with training crom vertinery offices Agree_Likert The new nkowledge is difficult to shift to because it has not been tested how to works if it works and if it can bring improvement Disagree_Likert We have not have any lessons only on how to keep goats but during welesink there were no laws on evirnmwntal protection but after indepence the laws were brouhgt into play Disagree_Likert The laws are the same Agree_Likert There is o way to reject the laws but to accept the laws of the govrnment of the day Agree_Likert Iamble to i terprete the information for instance wi5h heqvy rainfall it distriys the food crops and less rainfall bring drought Animal_Rearing_About Care_Nature_Express Agree_Likert We need to protect the environment for it to provided resour es for our future generation Agree_Likert There are some instructions from the traditional authority on how to protect the environment Undecided_Likert I do not the responses because i havd never presented any NaN NaN NaN Undecided_Likert I have no idea Agree_Likert NaN NaN NaN Undecided_Likert NaN NaN 3to4Years_Long Undecided_Likert Undecided_Likert Disagree_Likert NaN Agree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture NaN Wetlands_Dependent NaN Agree_Likert NaN Disagree_Likert NaN NaN NaN Disagree_Likert NaN Agree_Likert You as a researcher you are the first and we have neever seen anyone before Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Disagree_Likert NaN Agree_Likert WithinOurselves_GetKnowledge Strongly_Agree_Likert Agree_Likert From the project from the 12 goats that have remai ed after passing on would help in being financial statble Strongly_Disagree_Likert Protected by the government Strongly_Disagree_Likert Protected by the government Strongly_Disagree_Likert Protected bhthe government Strongly_Agree_Likert If there there is an agreement people are taught how go protect and take care of thr animals 8/27/2024 5:47:35 PM n.namatama_ioer 8/27/2024 5:47:35 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.416892 -15.731567
70 71 0f8b1d61-d4e3-4bc3-8294-4a6c68d52233 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/27/2024 6:07:37 AM Namwala Central ward Shapopa shachala Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Agree_Likert We were doing something for our livehood to prevent us from paoching in the gameparks Strongly_Agree_Likert There would income oprtunities when we self organise for the managrment of the projects Strongly_Agree_Likert The institions are not doing the things correctly for the ecologicall services to be harverted in larg amounts as at thr moment they are not enough Ourselves_Conflict Strongly_Agree_Likert The department of forest acts a a champion but there is no one in the local community Strongly_Agree_Likert The knowledge will engluten the people on the benefits of having protected natural resources such as forests Strongly_Agree_Likert We have been trained as a honerable wildlife officer to protect the wildlife and fish Strongly_Agree_Likert No response Strongly_Agree_Likert The laws are made by people and the government and they should br acceoted if they are beneficial Strongly_Agree_Likert I was trained to preserve the natural resources thus am able to interprete the information Farming_About Responsibility_Nature_Express Strongly_Agree_Likert There are a lot of things that have taken place in the norden world and through reserch values are being changed Disagree_Likert There is nothing Agree_Likert There no response Fishing_Norms,Pastoralism_Norms Strongly_Agree_Likert When people have an understsnding of nature they would change them to preserve nature Disagree_Likert A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place Strongly_Agree_Likert Strongly_Agree_Likert We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert There is climate change that forces to change the livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys a lot of biodiversity such as eggs of birds and snakes Forest_Dependent During floods cattle go to the forest areas where they graz Strongly_Agree_Likert They reduce distruction of the environment Strongly_Agree_Likert NaN NaN NaN Strongly_Agree_Likert There a lot of youngs that are inveting technologies in the mangrment of forests Strongly_Agree_Likert The technocrats give us answers through new innovations Strongly_Agree_Likert It gives awareneess as well as warning of how the weather would be like in future Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We have a membership fee that we pay that contribute to the implementation of the project Strongly_Disagree_Likert They are protected Agree_Likert There is lisence that authorises to harvest products Strongly_Agree_Likert Thriugh a lisence Strongly_Agree_Likert They protect the nature for the future generation as well as to protect them from depleteion 8/27/2024 5:47:47 PM n.namatama_ioer 12/1/2024 3:55:14 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.421825 -15.762411
71 72 7575578d-367f-43cd-9203-e11bee9fd467 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/27/2024 8:08:36 AM Namwala Central ward Manokubwana Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Agree_Likert The memebers are not cordinating effectively even though they are 25 in numbers but only a few are active Strongly_Agree_Likert There is a gardening for nursery and we are seeling seedling on our project for onion and rape Agree_Likert The institution should be cahnged for the managrment of tree or planni g them in number especially in our area where there rae less trees Central_Government_Conflict Strongly_Agree_Likert There is self help africa that helps us as well as the local authority in the managrment of the forest and wetlands and there are no champions Strongly_Agree_Likert There new knowledge and the old knowledge should work togather and a selection of the ones that would help in the management of the forest Agree_Likert We have been having workshops in forset management only while the others we have not Agree_Likert There are local policies in the local area that allow animal grazing as wellas planning gardens near the river shores as well as planting moringa trees for purposes of been eaten by cattle Agree_Likert If they bring development in the management of the forest or wetlands NaN We are able through workshops we are taught to practice conservation agriculture and cutting down of soil would reduce rainfall Nature_Protection_About Responsibility_Nature_Express Agree_Likert NaN Strongly_Agree_Likert The cattle graze in the forest especially at this time period when there is no rainfall in our area Strongly_Agree_Likert Everyone is espected to harvest maize before 1st April of every year ogher wise the cattle is let in the fields for grazing Hunting_Norms,Burning_Bush_Norms,Fishing_Norms,Harvesting_Period_Norms Strongly_Agree_Likert There were bye laws suggested because some people plant maize late and and by thr time of harvesting on 1st the maize is not yet ready thus a proposal to chnage it Strongly_Agree_Likert There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Undecided_Likert Agree_Likert We only depend on domecticated animals Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Wood_Extraction Their livelihood depends on the activities of charcoal burning Agriculture_Areas_Dependent Thats where we get our food from Strongly_Agree_Likert The self africa has taught to make cooking stoves that help using less charcoal Agree_Likert NaN Agree_Likert NaN Agree_Likert There is an improvwmwntmwnt becquse people have known that planting trees is important Agree_Likert No but your comming as a reseqrcher is the first one of sharing ideas Strongly_Agree_Likert The way of plating process of either using ridges or digging holes help in management of projects Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Field_Extension_Services_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert The people are not making contributions for maitaince of the project because they think it is given by the governement Agree_Likert Only in the wetland the others no, Agree_Likert We do not havr any Disagree_Likert We do not have access to have the natural resources Strongly_Agree_Likert The things we agreed with government is what we want to achieve and it is what we are currenting doing 8/27/2024 5:47:53 PM n.namatama_ioer 12/1/2024 4:07:57 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.429593 -15.759527
72 73 fb9845ad-a476-4c51-bc14-fdf5d3d6d412 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes NaN 8/27/2024 11:08:00 AM Namwala Central ward Sepa sahao MPCS gardening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert We are working togather through application for the scrika project that was given and people are paying membership Strongly_Agree_Likert The coperative has the principles and values of self help thus we can do it as we are adhearing to them through the vision and objecting and it wotks as a private entity. In addition there are contributions from the mebers Strongly_Agree_Likert There is mismagement of the natural resources thus the need to change Ourselves_Conflict Strongly_Agree_Likert The chief is role model on the maangement of the natural resources because he has reported the mismaagement of natural resources to the police and foresty department Strongly_Agree_Likert The new ideas are welcome as from generation to generation things are changing like digitilisation of using drones in the monitoring mismangement of tree thus techonology is welcome NaN NaN Agree_Likert I have benentrained by institutions such as self help africa, forest and fisheries department. There is also a village natural resources committe from self help africa and composed of local c9mmunity memeber and technocracts are ex_official memebre Strongly_Agree_Likert There is misamagement of natural resour es Strongly_Agree_Likert I have been trained by the goverenment and private institution and the knowledge to interprete and explain the information in the local language Farming_About Responsibility_Nature_Express Disagree_Likert If they are changed it means the natural resources can be distroyed Strongly_Agree_Likert There are more animals 5han the people in the district thus the people are not allowed to burn the bush because the animals will not have anywhere to feed Strongly_Agree_Likert There are humana anaimal conflicts and we have been advised to grow crops using conseversation agriculture through training from government institutions Fishing_Norms,Harvesting_Period_Norms,Pastoralism_Norms,Burning_Bush_Norms,Hunting_Norms Agree_Likert The harvesting period can be changed while the fishing oeriod cannot be cyanged because og the government policy. But with fish ponds harvesting can be done anytime Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Agree_Likert The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Disagree_Likert Agree_Likert As long as there is support from somewhere Agree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Grazing The animals are always grazing through the vegetation and there is no room given to plants to sprout out Agriculture_Areas_Dependent Because am a farmer Strongly_Agree_Likert It helps in the protection of the natural resources Strongly_Agree_Likert We have been trained how to run the project and not to mismamnge the natural resources Strongly_Agree_Likert The government is a key parner in development thus the principkes can be changed to fit nqtionql policies Strongly_Disagree_Likert Other projects are not iniperation Strongly_Agree_Likert We work closly with the government through ministry of agriculture that gives technical advice and the community the experiencies on the ground Strongly_Agree_Likert Information is power, the plan is made in regards to the raonfal paterns to help plan Strongly_Disagree_Likert Agree_Likert Disagree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert There are changelelnges with noney Agree_Likert As long as it is done procedurly Agree_Likert Thre lisences that are sold for harvesting Strongly_Agree_Likert There are government policies that allow through lisences Strongly_Agree_Likert It is adquate if it is done officially it ia adquate but we have wrangles over the land ownership which is disputed by the community even though it was signed and given out by the headperspn. 8/27/2024 5:48:00 PM n.namatama_ioer 12/8/2024 7:31:27 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.432802 -15.757697
73 74 2e27f78a-a543-4153-8e26-e2a61c442793 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 8/27/2024 12:47:39 PM Namwala Central ward Tusole youth centre Gardening NaN SCRiKA_LS yes NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 8/27/2024 5:48:05 PM n.namatama_ioer 11/30/2024 12:42:26 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.458456 -15.754008
74 75 d791284e-22f2-4786-9486-1d5f44b07774 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/27/2024 1:59:00 PM Namwala Central ward Chinyemu B Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert The sub project of the borehore has never worked thus it is dificult to state if the committe or member have cordination among themselves Agree_Likert Tge project has never worked Strongly_Agree_Likert Tge institiins and laws are protectiong the forest and wetlands Central_Government_Conflict Strongly_Agree_Likert Thr forest peoole are able to teach us and if found cutting trees you can be imprisoned for 14 years Strongly_Agree_Likert If tgere is any change we can change because of new knowledge because even the theories are alwqys chagung Disagree_Likert There 8e no knowlede what we know is that they are forbiddern Strongly_Agree_Likert The traditional ceremories of the area they wear lion and leopard skins during tge ceremonies but they are always in conlif with the ZAWA if the do not have thelisebce Strongly_Agree_Likert It can be accepted for if tgere is a laws tyat prohits people from wearing leapard skin during rge ceremonues it can be accepted Strongly_Agree_Likert It hel0s plans out projects Farming_About Responsibility_Nature_Express NaN NaN Strongly_Disagree_Likert Tgere is nothing Strongly_Disagree_Likert There is nithing Harvesting_Period_Norms NaN NaN Agree_Likert There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers Agree_Likert Strongly_Disagree_Likert There is nothing included NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert If there are resources we can change the livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are cut for charcoal, the stem dies and no replacement for it Agriculture_Areas_Dependent That is where we farm the products NaN NaN Disagree_Likert There 8s nothing NaN NaN Disagree_Likert There is no collaboration among peole because the government is qvoiding us in the managem3nt ofbireholes NaN NaN Strongly_Disagree_Likert We do not do it Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Community_Radio_Receive Strongly_Agree_Likert WithinOurselves_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert We do not have resourxes Strongly_Disagree_Likert The animals are to access through a lisense and the process is very discouring because one has to travel to Luaska to obtain a lisence Strongly_Disagree_Likert Only with a lisence which ahas an ex0ensive process Strongly_Disagree_Likert Protected by the government Strongly_Agree_Likert There is an agremment through whi h tge communuty has to contribute monthly to ensure the project 8s runing smotyly 8/27/2024 5:48:10 PM n.namatama_ioer 12/8/2024 7:50:02 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.453266 -15.794612
75 76 f80c86ec-6126-4474-a368-bfbd1f053c3d NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/27/2024 3:29:30 PM Namwala Central ward Chiyemyu A Gargening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert We are working togather in the management of the project in the past five yeras Strongly_Agree_Likert We have been working for the oassed five so as to ebsure that we do not cut down the trees as well as disturbe the animal in the gqme aprsks Disagree_Likert Our committee is not workibg because there is a breqkdown on the borehole and were are unable to carry out our manage as a committtee Local_Authority_Conflict Agree_Likert Only the departement of agricuoture as welk as the skrika sentisatiin meeting but much was done with agrculture Strongly_Agree_Likert The new nkowledge is accepted as long as it bring true and develooment inthe communuty Strongly_Agree_Likert From aggriculture and scrika on the rprotectiin fof the environenrt Strongly_Disagree_Likert They are tge same Strongly_Agree_Likert As long the explainantiin indicates the true thus thus we can accept for instqtnce if thry say a long time there used to be alot of animal in the bush thus tge laws is to protect the extinction thr animqls thrn we can accept because we are able to see th Strongly_Agree_Likert We cwn do it Farming_About Responsibility_Nature_Express Agree_Likert NaN Agree_Likert There are there but i do not know which one Agree_Likert We had taken the viewx but at the moment thr givernmnet does not have the resources thus the ommunuty can put monet togathervto fix the borehole Fishing_Norms Agree_Likert They can be changed qnd world vision has been teaching us how to make fish ponds Disagree_Likert There is nothing NaN Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert As long as we have no where to depend on for our livelihoods Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires Fire destroys everything than the others because even the biodiversity get killed Agriculture_Areas_Dependent Thats where we get food crops Strongly_Agree_Likert We can accept because of tge difgicult situation we are going through like the drougt we are fqcing NaN NaN NaN NaN Agree_Likert There is proper coo0erration especially after the break down of the pump. We had a meeting were we has a meeting to contribute k400 each person to repair thr borehooe butmost them are not working Disagree_Likert The project has never been o0eration from the time it was installed Strongly_Agree_Likert NaN Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We do jot have money Disagree_Likert We depend on the domesticated animals Strongly_Disagree_Likert We get a lisence for cutting the trees Strongly_Disagree_Likert Unless thriuh a lisence Strongly_Disagree_Likert They do not work well because the project of it it is not working well because the fense was not done properly for our project to work well 8/27/2024 5:48:16 PM n.namatama_ioer 12/8/2024 6:59:26 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Meeting through w9rd of mouth NaN 26.494461 -15.815357
76 77 a1b6c343-d04e-4c0c-a936-6f70e9aef3fd NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/28/2024 7:13:57 AM Namwala Central ward Maselo widows club Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert There is collaboration but some memebrs in the group do not understand the importatnce of protecting the envirornment Strongly_Agree_Likert There are a lot of things that we have organised and the group started a long t8me ago before Scrika Strongly_Agree_Likert There are lot of peopel the are misusing the forests even the officers incharge of maamnging they are in business of selling planks and also when there is fish burn but people from fishers they are always each fish that is consfiscated from the people Central_Government_Conflict Strongly_Agree_Likert We have gardens at our home backyards thus most people in the grouod know to conduct activities for the subproject but sonetimes we ask department of agficulture for technocal advise Strongly_Agree_Likert When the new knowledge is able to assist after we have nade a comparison then we can accept it as long as it would help us in management of the forestthree Strongly_Agree_Likert There has been a workshop with self help africa on how to protect the natural resources such as forest Strongly_Disagree_Likert Thd laws are the same but people do not just the laws Strongly_Agree_Likert The natural resources where made by God thus they need to be protect for future use Strongly_Agree_Likert Tbis because everyone is able there is cli ate change this makes us to follow the drought pattrens Farming_About Care_Nature_Express,Responsibility_Nature_Express Agree_Likert The values the can be hanged unless the stiff like taking someone to jail who cutts trees anyhow Strongly_Agree_Likert There is ""malende"" that protects the tree from beeing cut down as a traditional practice Agree_Likert For those with cultural aspects are diffi ult to change but from the government side they can be changed Harvesting_Period_Norms,Burning_Bush_Norms,Hunting_Norms Strongly_Agree_Likert NaN Strongly_Agree_Likert The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities Strongly_Disagree_Likert Agree_Likert The groups have their own mission like our group we give money to the orphans from the profit we make Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fires cuts across a huge area and kills everything on it way Agriculture_Areas_Dependent Thats where we get food crops Strongly_Agree_Likert We are in a processes of learning and we experiencing what we been learning of climate cahnge and there people who are seling cooking stoves that use less choacal Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Agree_Likert Thee people from governemebt are not sentising opus but the Self help African has been in the leading role in sensiting the commu ity on the importance of protecting the natural resour es Disagree_Likert Nothing takes palce Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Disagree_Likert Agree_Likert Only small activities such as buying seed can be managed but of replqcing the pumo is is impossible Strongly_Agree_Likert They are orotected Strongly_Disagree_Likert They are proted Strongly_Disagree_Likert They are procted Strongly_Agree_Likert The agreement are are okay but along the way they are not followed accordingly for instance the money for the project was supposd to be given to the community but money went to the local authority who provided poor quality material that could not be used 8/29/2024 5:20:34 AM n.namatama_ioer 12/8/2024 5:51:57 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through meetings or word of mouth Through workshops 26.426180 -15.760985
77 78 3c858eea-0971-4a86-adbc-1aa629ea35aa NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/28/2024 8:56:06 AM Namwala Central ward Namwala multipurpose coperetive Gardening, chicken rearing and winter maize Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Agree_Likert After the training we had seen the importatnce of protecting the evironment Agree_Likert On small scale we can carry out activities but o a large scale we have to deoend on leading organisations Agree_Likert The concern is on forests especially those are giveing lisense at the rate they are giving out lisences a derset can can created thus the need to revisist the policie. Other organisation are champio ing stoping cutting down of trees whiel forest departmes Central_Government_Conflict Agree_Likert The senior citizebs and headment in our area Strongly_Agree_Likert Things are cahllenging and new challeges thus the need of new nkowledge to solve the problems su h as climate change whi h was not know a long time ago Disagree_Likert No training Strongly_Agree_Likert There is nothing Strongly_Agree_Likert We need new laws and ideas Strongly_Agree_Likert The information is very important for management of activities and wothout the information everything would go wrong in the plan Farming_About Responsibility_Nature_Express Agree_Likert There is no respk se Strongly_Disagree_Likert There is nothing Disagree_Likert The views are not respected by the relevant authorities Pastoralism_Norms Strongly_Agree_Likert In the area it is all about grazing of as a traditional way of living qnd more ideas and activities and there were no other activities such as gardening in the past but nowadays garden are coming into p,ay Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing is considered Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert Thing are evolving thus I cannot be stagnant Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture Most of the land is used for agriculture purposes and cutting is done at a large scale Agriculture_Areas_Dependent That where we get most of the food crops and livelihood is dependent on it Strongly_Agree_Likert New methods have to be brought in to prevent distriction of forest Strongly_Agree_Likert NaN Strongly_Agree_Likert The national polocoes qre for the good of everyone Strongly_Agree_Likert Thee are a lot of consultations in a lot of activoties taht are taking in the areas Strongly_Disagree_Likert We do not Strongly_Agree_Likert For palning NaN Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Agree_Likert Strongly_Agree_Likert It not not a commercial basis thus it is manageable Strongly_Disagree_Likert There are no roghts in the national parks Strongly_Disagree_Likert The places are prohibited by the goverement Strongly_Agree_Likert If there is a lisence we can market as well s hunting and fishing Agree_Likert The gpverenemnet has given the project for the welfare of the people qs well as up,if the living standards 8/29/2024 5:20:40 AM n.namatama_ioer 12/8/2024 7:43:45 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through workshops Through workshops 26.442477 -15.755430
78 79 a147145c-3d9c-466b-b418-a2760e547c46 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/28/2024 10:09:24 AM Namwala Central ward Savings for change Nakable Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 10to20People_Many Agree_Likert We started a long time ago and we know each other Strongly_Agree_Likert The group started a long tine ago before the ScRALA came inot play Strongly_Agree_Likert They always teach8ng opus to protect the environmwet NaN Strongly_Agree_Likert NaN NaN An institutio called self helf africa always co e to check on our actiview as well as world food programme(WFP) Strongly_Agree_Likert From self help africa Strongly_Disagree_Likert They are the same Strongly_Agree_Likert I just have to follow what has been put into pkace NaN NaN Other_About NaN Strongly_Agree_Likert NaN Undecided_Likert NaN Strongly_Agree_Likert We are teaching each othe so the devison make get our vie2s Fishing_Norms,Gathering_Norms,Harvesting_Period_Norms Disagree_Likert We are used to ghus it cannot be change and it has become more like our culture Disagree_Likert I have not heard of anything like that NaN Undecided_Likert NaN NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Because am used to it Disagree_Likert Agree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires NaN NaN It destroys life and it is difficult to regenerate Agree_Likert Not sure Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert Wyen we need halp they help us in certain qctivities NaN NaN Disagree_Likert No yet Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Agree_Likert Strongly_Agree_Likert We having beeing doing it befire the project Strongly_Disagree_Likert People would think to diwtroy the the animals Strongly_Disagree_Likert They are projected by the goverenemnet Strongly_Disagree_Likert It is not allowed by the goverenment Strongly_Agree_Likert If the agreement is not follow3d the group will not fuction and the grouo will be disorganised 8/29/2024 5:20:42 AM n.namatama_ioer 12/1/2024 8:46:57 PM n.namatama_ioer NaN Saving group NaN NaN NaN NaN NaN NaN Threoug workshops and wold of mouth Self help africa 26.450371 -15.763595
79 80 1b642a2b-fc7f-4145-8e68-5501b02731df NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/28/2024 11:48:23 AM Namwala Central ward Maunga saving group Saving NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Strongly_Agree_Likert We normally plant tree nursuries and give them to farmers and every cooperatives Strongly_Agree_Likert We always make plans of creating many alternative livelihoods such as rearing chickens Strongly_Agree_Likert For instance the forest department does not allow cutting down of trees and they i sist that every tree cut one should be plannetd due to climate change Central_Government_Conflict Strongly_Agree_Likert Am one of the champions who has been tfained who lookafter protecting the environment Agree_Likert They new knowledge cqn only be accepted if the new knowledge has been tested and proven other we will continue using the olde knowledge. We have douts in the new knowledge o it workability Strongly_Agree_Likert We learned how to protect as well as the importatnce of the natural resources . In addition we are training the famers as we have beecome champions Strongly_Agree_Likert They move in the same direction Strongly_Agree_Likert They laws is alw thux we just have to fo,low it nomater what Strongly_Agree_Likert We hear them on the radio and the information helps us in implementatio Farming_About,Other_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Agree_Likert The ""malende"" are protects the environment because some time you can get made when you enter area area of trees of ""malende"". Sometime with out traditional prayers on the rivers o can cat h fish Strongly_Agree_Likert We alos report to the distri t commisioner of bad fishing habit and cutting down of trees for chacoal who takes acctio Harvesting_Period_Norms,Pastoralism_Norms,Fishing_Norms Strongly_Disagree_Likert They cannot be changed Strongly_Agree_Likert There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed Strongly_Agree_Likert Strongly_Agree_Likert We do not do it Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as we are helped with altrenative livelihoods Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires Burning destroys life and everything in it Agriculture_Areas_Dependent Our livelihood is based on farming Strongly_Agree_Likert Because we know that the natural resiurces would be protected Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert They always come to teach us thus the collaboration has increased ghrouhg training we get from fisheries, agriculture and self help africa Strongly_Agree_Likert In the field days we always excahnge the ideas which are organised by agriculture as well as in meetings Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We always contfibute small amount of money that we use for avarious activivities su h as buyi g feed for chickens, seedlingd etc... Strongly_Agree_Likert The forest and wetlqnds wecan go because there are no tres in the forest. But in the geme park a lisence is neede Agree_Likert In wetalands we cut grass for houses and in forest tree for houses unless i the game parks wehre a lisence is needed Agree_Likert Only in wetlands we market grass and fish but in the gameparks a lisence is needed. Strongly_Agree_Likert They agreemnet are important because at the end we are funding as well as training on the savings. 8/29/2024 5:20:47 AM n.namatama_ioer 12/1/2024 6:27:30 PM n.namatama_ioer NaN Savings NaN NaN NaN NaN NaN NaN Phone and text messages NaN 26.457584 -15.774120
80 81 3db8a039-d5b8-4a76-93db-65f815182c29 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/28/2024 3:30:47 PM Namwala Central ward Alternative livelihood Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN NaN NaN NaN NaN Strongly_Agree_Likert The lesons form self africa help to senstise on people on takinh care of natural environment Traditional_Authority_Conflict Strongly_Disagree_Likert There is no one Strongly_Agree_Likert Thats new knowledge would help in protecting the environemnt becaue the old one is abosolute Strongly_Agree_Likert We have receievd traing from self help africa Strongly_Agree_Likert They are the same Strongly_Agree_Likert The new laws are welcome because they change some lopholes in the curent regulations Strongly_Agree_Likert We always folows it but sometimes it is not exact correct Animal_Rearing_About Responsibility_Nature_Express Strongly_Agree_Likert NaN Undecided_Likert Not sure Disagree_Likert The views are not properly accepted because it takes a lot of time to receivec response Harvesting_Period_Norms,Fishing_Norms Agree_Likert NaN Agree_Likert There are bad fishing methods as well as people settling in the game parks Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We are trying to shift to make gardens for our livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys almost everything Agriculture_Areas_Dependent They are a source of source of livelihood Strongly_Agree_Likert The new innovation brings new ideas of doing thing while the old things are obsolute Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Disagree_Likert We do not receive feedback sometimes ghus reductions Agree_Likert Sometomes there are lessons form department of agriculture on how to take care of the animals before they are given to anyone Strongly_Agree_Likert For plannibg purposes Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Community_Radio_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert NaN Disagree_Likert I have never been there Strongly_Disagree_Likert They only allow people with lisence Strongly_Disagree_Likert With lisence Strongly_Agree_Likert They are fine because i ahve pased on the five goats that i was iniatially given and i have remained with five which are now mine. 8/29/2024 5:20:53 AM n.namatama_ioer 12/8/2024 5:27:00 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.455770 -15.757687
81 82 cfd45ff2-925c-4595-8e19-f7cdc3e84668 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/28/2024 4:44:00 PM Namwala Central ward Shomachako saving group Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Greaterthan40People_Many Strongly_Disagree_Likert The people were not trusted and people were buying shares in the groupg of which some would have 5 shares while others would only have 1 share and in terms of sharing money those with less shares would want to get more money than those with more shares Agree_Likert We had rules that guieded our activities in the rgoup Disagree_Likert NaN Central_Government_Conflict Strongly_Agree_Likert Ythere are departments from goverenment that protect as well as neigbourhoods Agree_Likert It is is an addition to the urrent knowledfe and we cannot discourd the olad but it will be an addition Disagree_Likert No tarai ing reecceievd Strongly_Disagree_Likert They are the same Strongly_Agree_Likert There woukd be inprovement on the management of the natural resources Disagree_Likert I have lees knowlege on the management of the natural resour es Other_About Care_Nature_Express Strongly_Agree_Likert If care we would not cut the trees and their woukd be lot of rains Agree_Likert There is a traidition called ""malende"" that used to maage natural resourecse Agree_Likert Because what implemented comes from the grass roots Fishing_Norms,Burning_Bush_Norms,Pastoralism_Norms Agree_Likert When they are changed it is for the better of the environment Disagree_Likert There is nothing that i know that can hinder Disagree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Disagree_Likert When changing to another lifestyle it means that you are starting a new life Agree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Land_Agriculture It causes soil erossion Agriculture_Areas_Dependent That where we get food crops for our livehoods Strongly_Agree_Likert It improves the managrment of the natural resources as well as inplementation Agree_Likert The saving grouo purpise is to empower the members NaN NaN Agree_Likert From time to time they meet the groups to get the chaleges and discuss how to solve them Strongly_Disagree_Likert Nothing NaN NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert After saving the money, the loans are given to the memebre which is put into busines to earn provit Strongly_Disagree_Likert I do not have influence Disagree_Likert Am not directly inolved inthe activities Disagree_Likert Am not involved in tbe activities Agree_Likert Because it has benefits to both the groups from the agrement that are formulated 8/29/2024 5:20:57 AM n.namatama_ioer 12/1/2024 8:46:46 PM n.namatama_ioer NaN Savings NaN NaN NaN NaN NaN NaN It is throuhg meetings From self help africa and experience 26.451032 -15.753810
82 83 6155e07c-9249-4acb-beb7-b992455d7cef NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/29/2024 6:25:59 AM Namwala Central ward Namwala persons with disabilities Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert When there is a meeting all members attend and we work togather Strongly_Agree_Likert They we are interacting with each makes it possible through the meeting Strongly_Agree_Likert The peole abhear to the rugulations form the forest where if they are told not cut the trees they do not do it NaN Strongly_Disagree_Likert There are no conflicts in the area because people are law abiding Strongly_Agree_Likert Because of climate cahnge it is important to work with new knowledge Strongly_Disagree_Likert No training Strongly_Disagree_Likert There is nothing Agree_Likert The climate change we have to aggree for the safty of the areas Disagree_Likert We have not had any training Animal_Rearing_About Responsibility_Nature_Express Strongly_Agree_Likert It depends to thos that are specialised in the field on how the train us to adapt to the change Strongly_Disagree_Likert There is noth8ng Agree_Likert We have not submitted any suggestuons Harvesting_Period_Norms,Pastoralism_Norms Agree_Likert Thre are no specific period of haversting in the case of timber but in the cas3 of fish there is a specific period Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert Nothing is considered Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert The way things of climate change are it calls for changes Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture The agriculture activities is about uprooting the tree thus distruction of the environment Forest_Dependent The area for farming are found in the forest areas Agree_Likert It is diffi ult to embrace every time of innovations because the projects that ome with the innnovations come with conditions NaN NaN NaN NaN Strongly_Disagree_Likert They always consider the people who are in government institions while the disable are left out in decision making Strongly_Disagree_Likert We do not Agree_Likert It helps us plan we with other instututions Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We are to keeping qnd selling a lot of gooat from the time the project started to finance our livelihoods Strongly_Disagree_Likert There are specific department the look after the forest Strongly_Disagree_Likert They are protected by sp3cific department Strongly_Disagree_Likert 2protected by specific departments Agree_Likert The mediators that is the local authority changed the project that was inicially agreed with Scrika of rearing chickens but it was changed to goat rearing 8/29/2024 7:40:18 PM n.namatama_ioer 12/1/2024 1:25:36 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Meetings or word 9f mouth NaN 26.424818 -15.762115
83 84 5e00cc7c-350b-4979-a7d0-f7eff1968417 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/29/2024 7:44:00 AM Namwala Central ward ShibukoloMPCS Goat rearing NaN SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert When we call for a meeting they came to paln gor something like a fish pond Strongly_Agree_Likert We arr planning to make a fish pond at thr moment Agree_Likert The institution are operation well because some are goveing out goat and chicken while forest department is dedicated to protecting the tree Central_Government_Conflict Strongly_Disagree_Likert There is nothing Agree_Likert There is climate change calls for change to knowledge but we can not completely through away the pr3vious knowledge but we have to see if the new knowledge helps Disagree_Likert There has never been any lessons Strongly_Disagree_Likert Thet are the same Strongly_Agree_Likert We are to protect the environemnt through the new laws Agree_Likert If there are lessons from meteology we can help to teach the comm ity with regards to how to protect the natural resources Animal_Rearing_About Care_Nature_Express Disagree_Likert There are are things that can be gotten from the game through a lisence or from the forest thus there is need to take care of them Strongly_Disagree_Likert The ""malande "" is not part of protecting the forest Agree_Likert There is little help especially if the animals such as crocodile that are trabling the community unless someone has been killed thats tpwhen action is taken serioulsy Fishing_Norms,Pastoralism_Norms Agree_Likert Like in the fishing there is need to have seminars on how to lokk after the cattle Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Agree_Likert As long as there are different alternative livelihoods Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning covers a huge area and kills all the biodiversity on it ways Wetlands_Dependent That where our cattle graze Strongly_Agree_Likert For the protectiin of the environm3nt Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Disagree_Likert We have been repoerting the breakdown of the boreholes but they are not repaired Strongly_Disagree_Likert It hqs not hqppened befores Strongly_Agree_Likert For plannjng purpies NaN Strongly_Agree_Likert Agree_Likert Community_Radio_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert At the monent we can but initially we did not have the knowledge how to take care of the project Agree_Likert In those plqces a lisence is neneded Agree_Likert A lisence is neneded Agree_Likert A lisenece is needed Agree_Likert We are always have to plan by ourselves they always un reachable when we would like to be guided on how to implement the projects 8/29/2024 7:40:25 PM n.namatama_ioer 11/30/2024 12:42:45 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.399342 -15.772558
84 85 6ca45965-3902-47b8-9b9e-3a7c85532b41 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 8/29/2024 7:40:30 PM n.namatama_ioer 8/29/2024 7:40:30 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.393384 -15.776200
85 86 d79e1603-3f3b-49ab-8490-25d2b4a0bb77 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/30/2024 10:35:58 AM Mbila ward Nanagwe goat rearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Agree_Likert We are thinking of buying new solar penels so that the borehole can get back into operation after contributions among ourselves Agree_Likert We are plqnning to buy a solar panel as well as we are manageing goats Disagree_Likert The SCRiKA and forest they help in protecting the environemnt for instance SCRiKA gave us goats while the depar5ment forest protect the the trees Ward_Development_Committee_Conflict,Central_Government_Conflict Agree_Likert CRB helps in giving us informqtion of protecting the wetlands, deforestagion and cutting of trees Agree_Likert As long as we have test the two new knowledge qnd if the new one protects the natural resources then we can follow it but if it does not then we will not accept it Agree_Likert We have been trqined on how to protect the river from drying through not cutting the trees along the river banks Strongly_Disagree_Likert They are the same and always the bye laws we make are the same with the centdal goverenment Agree_Likert NaN NaN As long as the rule they do not hinder our livelihoods as well as the help in protecting the natural resiurces Farming_About Care_Nature_Express Agree_Likert As long as the caunge cannoead to the protectiin of the environment like this year we have been afectedby climate change thus cuqnges we hqve mqde in some ares of life livelihoods Strongly_Disagree_Likert Tgere is nothing Strongly_Agree_Likert There people had complained that the neqr by river was drying because of the gardening activitoes along the river and it eas resolved that a bffer of 100 metres shouod be left Burning_Bush_Norms Agree_Likert There are laws that anyine found burning the bush woukd be prosecuted and this year there has been less bush fires compared to last years Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Agree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Disagree_Likert Agree_Likert Yes because we are depending of the catle we are looking after thus it is easy to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Wood_Extraction The making of charcoal mainly focuses on big trees that make a desert in the area Agriculture_Areas_Dependent That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources Strongly_Agree_Likert It mean the environ3nnt wouldbr protected for intqnce if innivatiin such as cooking stoves tha use less charcoql Agree_Likert NaN Agree_Likert NaN Strongly_Agree_Likert We always work togather and even submitting our requests to the WDC submit oir requewts further the high ranks Strongly_Disagree_Likert Has never be3n done Strongly_Agree_Likert NaN NaN Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert As long as we hqve the same view and visoon we can mqnage to do it Strongly_Disagree_Likert The areas are protected and one needs permision Strongly_Disagree_Likert There is need for perssii Strongly_Disagree_Likert There is need for permiseon Strongly_Disagree_Likert When the borehole was completed there was a breakdown of the solar panels and we reported there just promises to fixe but nothing was done. In addition, the depth of the bore is not the same as i the aggreement 9/5/2024 10:08:31 PM n.namatama_ioer 12/8/2024 7:50:39 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones NaN 26.299226 -16.096896
86 87 4d57c873-2f13-45ec-abcb-218769de8b86 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/30/2024 12:15:47 PM Mbila ward Kaunga goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert There are no people who envy to go and distroy the forest or kill wild animals Strongly_Agree_Likert We knoe the the forsest and animals need to protected thus we can make a plan Strongly_Agree_Likert The WDC we work togather in protecting the envirinwment as well as other institutional madated to do so Traditional_Authority_Conflict Strongly_Agree_Likert Commu ity Resource Board(CRB) is one of the ones the teqches the commi ity on how to mqnqge the resources Strongly_Disagree_Likert The new k owledge i do not kanow how it will perform and i do not know if i can work with it Strongly_Disagree_Likert I ahev not received qny training Strongly_Disagree_Likert We always follow the qcts of parliament if we are making laws Agree_Likert I have to look qt them if i can work well with them Disagree_Likert We information is provided in a format i do not know or that is difficult for me to explai n Animal_Rearing_About Care_Nature_Express Strongly_Disagree_Likert We cannot cqhnge so thqt the furgure generqtion qn find the nature Undecided_Likert I do not k ow Strongly_Agree_Likert 2becaues when i call the zawa telli g them that an elephant has been killed they immediately come Burning_Bush_Norms Strongly_Agree_Likert Because this year prohibi g od burning the burn has been on the lips of many and it has reduced the act Undecided_Likert I do not know Undecided_Likert Undecided_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN NaN Disagree_Likert Disagree_Likert Strongly_Agree_Likert If there is no profit in one livelihood I can change to another type of livelihood Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Strongly_Agree_Likert Wood_Extraction It destroys the tree if everyone was to cutting trees for energy Agriculture_Areas_Dependent We are farmers by nature Strongly_Agree_Likert That would help redice on dep3nding on chqrcoal alot Undecided_Likert NaN Agree_Likert NaN Agree_Likert The cahnges that takes who always move around the pleces to show what to do Agree_Likert We only do it with the depqrtment of goverenements NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Community_Radio_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert We can try because we think differently on each and every issue Strongly_Disagree_Likert We am found in the pafk i will be asked a lot of quesgions Strongly_Disagree_Likert The government is preservong the natural resources Agree_Likert If i have a lisence then i cqn market the products Strongly_Agree_Likert Thd projects laways help us in our livelihood 9/5/2024 10:08:36 PM n.namatama_ioer 12/1/2024 4:32:39 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.324890 -16.075701
87 88 45e50697-7cb9-467a-87a4-ea1f86bc5352 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/30/2024 2:16:45 PM Mbila ward Shandubula borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Agree_Likert There is not much because people are not adhearing to burning the bush abstenance Agree_Likert We have not tottally fa8led to managed the protection of the nature due to sone few individual that are involved in burning the bush Agree_Likert They have to work togather rather in i isolation like it is currently happening Central_Government_Conflict Disagree_Likert There is noting Strongly_Agree_Likert It takes time to accept new k owledge by peiple withing the comnunity but as time goes the knowkedge can be acceot3d Strongly_Agree_Likert I have received training on how to look after the orojects and sensitise the community Strongly_Disagree_Likert There os nothing Strongly_Agree_Likert The changes of time and acceot new laws that would led to better managemebgement of forests and wetlands Strongly_Disagree_Likert I have never come accross that tyoe of infoemtion Farming_About Care_Nature_Express Disagree_Likert We can influence other to ensure that they take care of the nature Strongly_Disagree_Likert There is nothing as everything has been changed to the national goverene,ent Agree_Likert Some times we urge the forest to stop cutting down of tree but they continue to issue lisences for cutting doen of trees Harvesting_Period_Norms,Hunting_Norms Strongly_Agree_Likert NaN Disagree_Likert There is nothing Disagree_Likert Disagree_Likert Not included NaN Disagree_Likert Material_Connection NaN 7to8Years_Long Disagree_Likert Strongly_Agree_Likert Agree_Likert It is not easy but it is important to change because of climate change where you have to change without taking alternative Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture Agriculture_Areas_Dependent Thats a source of food crops Strongly_Agree_Likert Cuanges come always thus they can not be resist because they cannot be reversed Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Disagree_Likert When the project or borehorezs were installed the actors never come to enquire what us happeing with the projects but we are own our own Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Community_Radio_Receive,Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Disagree_Likert Strongly_Disagree_Likert Thix is because most of the projects are not working and the work that was down was of poor standards thus after breakdown we qre unavle to fund the projects ourselves Strongly_Disagree_Likert Ther is not proper agreement among the actors even if there is a burn on cutting trees but unformtunately some is goevn a lisence to ut down tree Strongly_Disagree_Likert Poor cordination of not following agreements Strongly_Disagree_Likert Lack of following agreement Agree_Likert The projects never took us anywhere because the work was not properly down by the imp,emeters of the projects were all broken down 9/5/2024 10:08:41 PM n.namatama_ioer 12/1/2024 4:34:16 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.326043 -16.114674
88 89 ef353172-d933-423e-a76e-b4b8a6af598c NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/30/2024 4:15:25 PM NaN NaN Mbila ward Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Agree_Likert Some times the boreholes gets damages so we work togather to repair it as a community Strongly_Agree_Likert Through tge meeting we contribute to repair the borehole when it gets damanged and everyone contribute some to the repairingbof the project Strongly_Agree_Likert They are arewell because sometimes when we have a problem tgey always help us Traditional_Authority_Conflict,Central_Government_Conflict Strongly_Disagree_Likert Tger is nothing Strongly_Agree_Likert As long as we are taught and we understsnd it we can stop using tge old because the world is changing Agree_Likert The Zawa always come for workworks with tge community Strongly_Disagree_Likert Tgey rae not different from what we are taught in the communutg because the reaches follow the same laws from the central givernment Strongly_Agree_Likert As long as the are fine or cotributing to protecting the environent Strongly_Agree_Likert NaN Farming_About,Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Disagree_Likert Sometimes they do not follownyour reooert Pastoralism_Norms,Hunting_Norms Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Disagree_Likert NaN Nature_Protection_Purpose NaN Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Our livelihood depends on farming as our main activities Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent Thats were food comes from Strongly_Agree_Likert They bring develooent in our livelihood as well as protecting the environm3nt Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert We have meetingbamong selve with different stakehooders Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert When we hqve a probl3m we can ask the governmentbto assit us Strongly_Disagree_Likert We are into farming Strongly_Disagree_Likert We habpve no need of going in the forst but just to work in the garden for farming activitie Strongly_Disagree_Likert We are into farming Agree_Likert They agreement is not fully complied because some items such a batteries missing thay have to the incubators functiin properly 9/5/2024 10:08:46 PM n.namatama_ioer 12/1/2024 1:33:25 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Tgrought meetings NaN 26.313424 -16.154842
89 90 3d0ef51c-f035-44ad-8ea8-c63f874d208b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/31/2024 5:45:47 AM Mbila ward Mabula borehore Gardening NotApplicable_Size SCRiKA_LS yes 30to40People_Many Agree_Likert They protect the trees a little bit but the other biodiversity we do not take care of them Agree_Likert In the forset we can manage but in the park there peopel who are required Strongly_Agree_Likert There are no difficulties in working with thus there is no need of changing them Ourselves_Conflict Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert We can change with how the climate is chhangeing to fit the current epseetings Strongly_Disagree_Likert There are no training Strongly_Agree_Likert They are the same Agree_Likert When time passes there are changes thus we need to fit with the cirrent situatio Agree_Likert When we are taught we can be able to interorete the information and follow it Farming_About Care_Nature_Express Agree_Likert we can stop caring vor nature, the nature can bring in income from tourists as well as the future generation to know how the animals look like Disagree_Likert There is noth8ng at the monent Undecided_Likert We have not taken anything befores Burning_Bush_Norms,Pastoralism_Norms Strongly_Agree_Likert When we put laws they can be changed Strongly_Disagree_Likert There is no such things Undecided_Likert Strongly_Disagree_Likert We do not include Nature_Protection_Purpose Strongly_Agree_Likert NaN NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert Changing is difficult but when you get used it is fine Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction If the trees are cut the environment would be destroyed and the air quality would be bad Agriculture_Areas_Dependent Thats where we get food for eating or our livelihood Strongly_Agree_Likert They can help us in developing the area Agree_Likert NaN Agree_Likert NaN Agree_Likert During the meeting we meet and coperate Strongly_Disagree_Likert There is noth8ng Agree_Likert NaN Agree_Likert Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert It can be done but the difficulty is beacuse some people have diffrenct capacity in the amount of money thry have. As well as committed from the members Strongly_Disagree_Likert We do not have unless we have a permit to go in the park and forest but for the fish we cann accees if the fish burn is uplifted Strongly_Disagree_Likert Lisences Strongly_Disagree_Likert Lisences Agree_Likert The agreement is there so that what you do so that you can go foreward in lmplementing it. There is a problem because the contractors did not drill the borehole very deep anc well the water pump was automatic thus it was runing even the level of water wen 9/5/2024 10:08:52 PM n.namatama_ioer 12/1/2024 4:35:21 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Throught the phones NaN 26.310306 -16.219558
90 91 87074696-080f-4720-8339-e87047641880 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/31/2024 8:06:13 AM Mbila ward hikolo borehole project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert We have interest for gardening and not poaching animals in the forest or game parks Strongly_Disagree_Likert There is need to be asisted with the delartments in charge of mqnageing thr natural for us to br able yo do it as well as been taught what to do with regards to the laws Agree_Likert The institution are working but there is corruption such that laws breakers are not prosecuted Ourselves_Conflict Strongly_Disagree_Likert Thete is nothing Strongly_Agree_Likert We would like to change the way we do things by having new knowledge Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert We only follow the government laws Strongly_Agree_Likert When the government makes a law, theh we have to follow it becquse the government always makes alaws that benefits the ommunity Strongly_Agree_Likert We are able to interprete it Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The the agriculture the hear us but the other departments they do not Harvesting_Period_Norms,Pastoralism_Norms Disagree_Likert There is a specific period for harvesting Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing included NaN Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Because we are always depending on farming thus a change would lead us to access through that we do not have currently Strongly_Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When you cut trees the rainfall will reduce that will lead to animals dying of thirst Agriculture_Areas_Dependent Where we cultivate, that is were we get crops Strongly_Agree_Likert The nwe innovations will hanged everything and bring in development Agree_Likert NaN Agree_Likert NaN Strongly_Agree_Likert There a lot of lessons that we lern that up grade us in the livelihoods Strongly_Disagree_Likert We do nt exchange Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert At the moment we cannot do it Strongly_Disagree_Likert In the forest and game parks there are lisences they use and us here we do not have Strongly_Disagree_Likert We do not have acces to the linsences Strongly_Disagree_Likert We do not have acess to the lisences Disagree_Likert The bore was not made as a stadard where three panels where given instead of four qnd the deepth of the drjlled borehole was not that deep and it has affected our projwct 9/5/2024 10:08:57 PM n.namatama_ioer 12/1/2024 6:33:35 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN We aleqys have meeting with them NaN 26.346084 -16.228196
91 92 51a4ae5e-938b-4e52-ad1f-71f215c3fea6 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/31/2024 9:09:09 AM Mbila ward Makumucha Dip Tank Dipping cattle 4to8Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert There are always meeting to discuss how to buy medicine for dipping animals but we are always unable to reach an agreeemnet Strongly_Agree_Likert There is an organisation that ome tha taught us how to take care of the natural resources Agree_Likert Therd are animals such as hynas and there is no repsonse from zawa Ward_Development_Committee_Conflict,Local_Authority_Conflict Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Tnd new knowledge can help in future prevent some problems Strongly_Disagree_Likert There is never been a traing Strongly_Disagree_Likert They are the same Strongly_Agree_Likert The laws woukd help futurd generation to meet their needs from ghe natural resources Strongly_Agree_Likert Am the headman ghus am the leaders who is expected to interprete tne i formation in the area Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Agree_Likert We have not gaken any idea Harvesting_Period_Norms,Hunting_Norms Strongly_Agree_Likert NaN Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert We are always focused in agriculture thus it is a little bit difficult to change Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires There is no clear law that prevents people from being scared of burning the bush Agriculture_Areas_Dependent That is were food and income come from to help us Strongly_Agree_Likert They can help protect the trees and other natural resouces to prevent clinmate change Agree_Likert NaN Agree_Likert NaN Strongly_Disagree_Likert There is nothing that is happeing i terms of our project Strongly_Disagree_Likert We eo not do it Strongly_Agree_Likert NaN Strongly_Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert LocalAuthority_GetKnowledge Strongly_Disagree_Likert Strongly_Disagree_Likert We cannnot manage thats the reason that the project is unfunctional Strongly_Disagree_Likert The laws does not qlow Strongly_Disagree_Likert The law does not qllow Strongly_Disagree_Likert The laws does not allow Disagree_Likert There is no comu ication with scrika to that we can solve the proble thag we have at the moment 9/5/2024 10:09:00 PM n.namatama_ioer 12/8/2024 7:51:56 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through meetings NaN 26.344338 -16.231745
92 93 dea85286-a34b-4be9-b860-b655abf03163 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/31/2024 10:05:48 AM Mbila ward Twapenga goat Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Agree_Likert Everyone doing gardening and also their animals come tp drink from the borehole Strongly_Agree_Likert When we have a problem we call for a meeting and we discuss thr solutiin togather Agree_Likert The are some laws that are not effectively implemented such as burnjng tge bush Ourselves_Conflict Disagree_Likert There is no one who teaches us Strongly_Agree_Likert Tgere 8s climate change thus new kniwledge cqn help pr3v3nt climate change Strongly_Disagree_Likert Ther is nothing Strongly_Disagree_Likert Tgere is nothing Strongly_Agree_Likert Tgere is always change in how we vieww and mange the world Strongly_Agree_Likert We know how p looj after the aniqmqls thus we van mqnage Animal_Rearing_About Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert There is n9thing Harvesting_Period_Norms,Burning_Bush_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert No answer Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Uncontrolled_Grazing NaN Agriculture_Areas_Dependent Thats where we get maize our staple food from farming Agree_Likert The new innovation help in the develop because of different endowments of diffrent areas Disagree_Likert NaN Strongly_Agree_Likert When we get stack the we get help fromnthe governemnt Strongly_Agree_Likert When tgere governent says anything we always do it Disagree_Likert We have not done it Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive,Television_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Disagree_Likert The borehole got distroyed thus we had to repair it asa community on the pump which go burnt Strongly_Disagree_Likert It is very far Strongly_Disagree_Likert We not have lisences Strongly_Disagree_Likert We do not have lisencs Agree_Likert They agreements are mportant for implemetation of the project 9/5/2024 10:09:05 PM n.namatama_ioer 12/1/2024 6:36:31 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Meetings NaN 26.348513 -16.223844
93 94 9406b8ab-2f1e-4686-823a-ebb772495a61 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/31/2024 11:17:00 AM Mbila ward Muchenje Poultry Poutry rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Agree_Likert People do not have knowledge on the protection of the forest, national parks but there is care on the animals for instance small elephants where found in the community and Zawa was called to pick them up Strongly_Agree_Likert There is no problem in taking care of an8mals but there is a problem of cutting trees along the river banks andnthere is behaviral cahnge Disagree_Likert They institutuons had meeting and we were sentised on how to take of natural and the diffrent i stititions are working togather Ourselves_Conflict Disagree_Likert There is nothing Strongly_Agree_Likert The new knowledge is accepred becquse it brings innovations because the wildlife brings in come from gourist Strongly_Agree_Likert We have been trqined befores Strongly_Disagree_Likert They are are the same Strongly_Agree_Likert Sk theta the environemnt can be improved Disagree_Likert I cannot manage to i terperete the infoamation Other_About Care_Nature_Express NaN NaN Disagree_Likert There is nothing Agree_Likert They are not fully comploed with Burning_Bush_Norms Strongly_Agree_Likert NaN Agree_Likert NaN Agree_Likert Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Experiential_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Agree_Likert I would prefer to shift to gardening that other activities Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent We are keeping birds and gardening thus the forest can be protected as well as the animals Strongly_Agree_Likert Aslong the bring improvemntment amk g the people un tberaea Agree_Likert NaN Agree_Likert NaN Agree_Likert They work has remaind the same Strongly_Disagree_Likert We were given malfictional incubator thus it has not been working form inceotion and thus we cqnnot shqre ideas with anyone Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert WithinOurselves_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We can do it but we cqn be limited with funds on the part of buying a borehole Strongly_Disagree_Likert You need a lisence Strongly_Disagree_Likert There is need of a lisence Strongly_Disagree_Likert There is need of a lisence Agree_Likert The peopel who brought the project did not do a good job such such that the tank got torne , the size of the pump does not pull a lot of water and the solar penels are not pwerfull. We had to rempve a salor panel from the incubator to i clude it to the bo 9/5/2024 10:09:11 PM n.namatama_ioer 12/1/2024 6:38:40 PM n.namatama_ioer NaN Poutry raeaing NaN NaN NaN NaN NaN NaN It is throught word of mouth NaN 26.363064 -16.234038
94 95 9d3ed1e2-16e7-4cb4-86b0-c96e894c68fb NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/31/2024 11:58:47 AM Mbila ward Twambo bee keeping Bee keeking Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many Agree_Likert When we say lets work togather as members, everyone comes to do the activities planed Strongly_Agree_Likert We can plan we like fixing the beehuves that are broken so that the project can continue Strongly_Agree_Likert The animals are well protected as well as yhe wetlands Ward_Development_Committee_Conflict Agree_Likert We ask the ouncil when we face chaleneges of taking care of the environment Strongly_Agree_Likert As long as we learn the new one so that we comapare and discard the old p e Strongly_Agree_Likert Because we have already learned to do some of the work Strongly_Disagree_Likert There os nothing Strongly_Agree_Likert The new things are important because they bring diversity Strongly_Agree_Likert Because we are seeing things are changing like climate change Honey_production_About Care_Nature_Express Strongly_Agree_Likert NaN Agree_Likert NaN Strongly_Agree_Likert NaN Hunting_Norms,Burning_Bush_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert Thee is nothing Agree_Likert Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Disagree_Likert Agree_Likert If the change leads to a better life it can be easy Agree_Likert Agree_Likert Agree_Likert NaN Undecided_Likert NaN NaN Forest_Dependent That were we are found Strongly_Agree_Likert They bring development to the area Agree_Likert We need to protect the trees near the river to prevent the river fro drying Strongly_Agree_Likert NaN Strongly_Agree_Likert Beacuse of how the environment is working Strongly_Agree_Likert We take the ideas NaN NaN NaN NaN Agree_Likert Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert When small thing break down we are able to fix so that the borehole is functional Agree_Likert When i get a lisence Agree_Likert With a lisence Agree_Likert With a lisence Strongly_Agree_Likert This is because people come like ""resercher"" who come to see if the thong are functioning properly that helps us as well 9/5/2024 10:09:16 PM n.namatama_ioer 12/1/2024 6:39:29 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.333188 -16.217350
95 96 80d9bf46-39e1-4f0d-8c8a-15adceab5534 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 8/31/2024 3:10:57 PM Mbila ward Nakaalanta borehole Geradening NaN SCRiKA_LS yes 30to40People_Many Disagree_Likert When the tank was working we were focused on gardening but now we are not doing anything Disagree_Likert We divided such that we rearly agree on one thing for managment of the natural resources Agree_Likert The WDC have a lot of work while CRB are trying to ensure that natural resoureces but they lack transport. The hynas are affecting the qnimals in the commu ity but the zawa is not effectively support in curbing the situation Traditional_Authority_Conflict Strongly_Disagree_Likert There is no champions but community leaders ensure that things are not distroyed NaN At the moment we need new knowledge becquse of some countries they monitor the an8mals using technical for easy feedback and decision making of the animals are attached in the national game parks for the purposes of comparting crime Disagree_Likert There is nothing on animals but how to protect the forest which was held at the chiefs palace Strongly_Agree_Likert They are the same Strongly_Agree_Likert As long as they suit the envirobnment and do not distroy the natural resiurces Strongly_Agree_Likert As long as we are given guidlines or notes on the informatio Farming_About NaN Agree_Likert NaN Disagree_Likert We are following the technology because this time we are called a christian nation thus we have abardoned culture Agree_Likert The views are presented to the WDC and Councillor but we do not know if they reach the government and there is slow qnswers Harvesting_Period_Norms,Burning_Bush_Norms Strongly_Agree_Likert NaN Agree_Likert There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits Disagree_Likert Agree_Likert They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money Nature_Protection_Purpose Agree_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert If there are some guidelines to assist in changing the livelihood Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture The huge land is cleared for gardens Agriculture_Areas_Dependent Source of food crops Strongly_Agree_Likert The can bring new developn3nt in terms of protecting the trees or other natural resources Agree_Likert NaN Agree_Likert NaN Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert If there there is a good managemnt which is reliable Strongly_Disagree_Likert Unless with a lixence Strongly_Disagree_Likert Unless with a lisence Strongly_Disagree_Likert Unless w8th the lisence Disagree_Likert At first that was tje though but poor management is making it difficult to implement 9/5/2024 10:09:24 PM n.namatama_ioer 12/1/2024 4:38:14 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.307820 -16.168906
96 97 5be238cc-8980-4aa1-ad01-0f07bbd29e17 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/1/2024 5:31:18 AM Mbila ward Mikimutuba birehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert We always maintain the borehole and work togather Strongly_Agree_Likert We can do so that the rainfall can be enought in the next sewsons Strongly_Agree_Likert The natural resiurces at tye momentvare not distroyed like long ago Ward_Development_Committee_Conflict Strongly_Agree_Likert Tgere are is community resource board(CRB) and VAG(*Vilkage associatiin group) tgat tqkes care of tge aimlas and game parks Strongly_Agree_Likert Things are cahnging everytime so we want to leqrn new things Disagree_Likert We only had meetings but no trainung Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The laws can help us suit the life curr3ntly of climate change Strongly_Agree_Likert We can do it so tgat we change our way of life Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nithing Strongly_Agree_Likert Some of our views are being implemented at the moment Pastoralism_Norms,Burning_Bush_Norms Agree_Likert It can be changed but proole are lackingbnkwledge on thr importatnce of butning tge bush thus senstisatiin us needed Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Not included Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert It is but currently there is drought thus difficult to change Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction It is a continuous process of cutting tree for charcoal thus it destroys the landscape Agriculture_Areas_Dependent The wetlands are dry thus, we depend on agriculture for food crops Strongly_Agree_Likert So tgat life can gi since the environment has been distroyed Agree_Likert NaN Agree_Likert NaN Agree_Likert Only WDC the others it has not Strongly_Disagree_Likert We do not Agree_Likert We get information on hownto protecte the environment Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Disagree_Likert Agree_Likert Only for maining the project through contributions Strongly_Disagree_Likert We only have in the wetland and not in game parks qnd forest Strongly_Disagree_Likert We do not have rights Strongly_Disagree_Likert Because we do not go there to harvets Agree_Likert The borehole was a domestic use and not commercial thus it is not affective to implement the projects 9/5/2024 10:09:30 PM n.namatama_ioer 12/1/2024 6:40:58 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through meetings NaN 26.305615 -16.187363
97 98 2709ba7e-8019-43a0-9990-7517bf049f8f NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/1/2024 6:55:30 AM Mbila ward Mutwe Mano poutry Rearing chichen and incubators Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert We strated cultivating when the borehole was working and no was going for poaching or cutitng down trees Strongly_Agree_Likert The CRB always to discuss how to take care of the forest, natiinal parks and wetlands Strongly_Disagree_Likert They are nit functiins well becausebthey are not showing the work properly to the peoole Ourselves_Conflict Disagree_Likert There is nothing but the CRB at some points in time Strongly_Agree_Likert Tge old knowledge is not bring any benefits thus canaccept tge new knowledge Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Tgey are the same Strongly_Agree_Likert The poeople work are i charge they are not explaining to us the laws claerly and what we shouod do Strongly_Agree_Likert They can help us plan as well as bring develoomenr Farming_About Care_Nature_Express Agree_Likert NaN Agree_Likert They are inckuded but they do npt happen in thr management Disagree_Likert They are not because nthing is ben done to reeokve tgem Fishing_Norms Disagree_Likert Tgats wher we get our luvelihood Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert I do not know because the livelihood I would change might be worse than the current one Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction The rainfall will reduce and there would be too much wind as well as climate change Agriculture_Areas_Dependent Thats where get crops for food Strongly_Agree_Likert Tgey protect tge natural resources in safe sityatiin Agree_Likert NaN Agree_Likert NaN Disagree_Likert Tgere is ni cordinatiin bacuse our borehols are not working Strongly_Disagree_Likert Tgere is nothing Agree_Likert It helps plan Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert WithinOurselves_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert So that we can get profit from the project Strongly_Disagree_Likert They araas are prohited Strongly_Disagree_Likert It is prohibited Strongly_Disagree_Likert It is prohibited Strongly_Disagree_Likert It is not going well because from the time 8t star5ed tgenproject has never worked 9/5/2024 10:09:36 PM n.namatama_ioer 12/1/2024 6:41:53 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN We do not recieve any invormatiin because the projects are not working NaN 26.293623 -16.219976
98 99 c920975d-0b9f-4bb0-8daa-483f51217923 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/1/2024 9:17:56 AM Mbila ward Munyinga cattle reatpring Dip tanknfor cattle 4to8Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert We have a committee that looks or ensures that the grass is not burnt for purposes of grazing animals Agree_Likert We always chase away tge hynas that come to out commun8ty without killing an incation of protecting animals Strongly_Agree_Likert The institutions is fine because it is helping us protect the natural resources if we were left alone tge nature woukd have been distroyed Ward_Development_Committee_Conflict Strongly_Agree_Likert We have village Area group(VAG) and CRB that assitin protecting the natural resources Agree_Likert I have to see if tye new knowledge is good than the old one than i can change Strongly_Agree_Likert I was a CRB as well as a VAG memeber who was trained for tge activities Strongly_Disagree_Likert There is nithing Agree_Likert Fitrst i have to see how it would operate Strongly_Agree_Likert Every time we have meeting we discuss tyeprotection of the natural resiurces Animal_Rearing_About Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They always make a folow onnevery viewvthat insubmit Harvesting_Period_Norms Disagree_Likert We are famers thus tge croos canjot be leaft in the fields becuae they might be eaten by animals Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert It can be changed with dependency to climate change Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are reduced we are going to have a problem with the rainfall Agriculture_Areas_Dependent That were food is gotten and a borehole can be sank Strongly_Agree_Likert It can help reduce deforestaion Disagree_Likert We did not know how to run the project when it was given to us Agree_Likert The national policy is stringervthan mynprinciples Disagree_Likert Tgr projectiin has not been inopertionnvot a long time thus there is a challenge of collaboration Strongly_Disagree_Likert There is no university Strongly_Agree_Likert We have seen tge challeges this of climate change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Agree_Likert Strongly_Disagree_Likert We do not have money Strongly_Disagree_Likert I need to have a licence to vist Strongly_Disagree_Likert A licence Strongly_Disagree_Likert A licence is neded Agree_Likert We have some weakneses in the people because some people would wqnt to use their own inniciatieves that the directives that were given 9/5/2024 10:09:41 PM n.namatama_ioer 12/8/2024 7:23:50 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones From SCRiKA, COMACO and COCA that trains the communuty 26.232235 -16.126901
99 100 0365c2b3-ebd4-47c5-be16-b0cb2bd9142d NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/1/2024 10:19:05 AM Mbila ward Yomena borehole Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 9/5/2024 10:09:46 PM n.namatama_ioer 11/30/2024 12:43:45 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.209980 -16.124326
100 101 3e507e5c-9436-4cde-8001-3ecc66d865bf NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/1/2024 3:14:11 PM Luubwe ward Muntu Monzo goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert They the group member are not interfering because it it is 30 km away Strongly_Agree_Likert There is a group in the vilalge the manages the forest and animals in the game parks Agree_Likert The elephants sometime they come to the community to distroy as well as as bring ste flies Traditional_Authority_Conflict Strongly_Agree_Likert From government department as well as WDC and VAG Strongly_Agree_Likert It is a world of evolvingbtechnopogy the knowledge can be cganged becquse there are other ways of looking at the surrohnding Disagree_Likert There people who conduct meeting on the the impoattance of natural resiurces Strongly_Disagree_Likert There no vontractdiction but poeple just disbey the laws Strongly_Agree_Likert As long as it is to the advatage of the community Strongly_Agree_Likert As long as we are able to read the information it can be explained to the peoplel Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert Because we are enjoying fresh air as comparedbto the capital city lusaka Strongly_Agree_Likert The traditional leaders are invooved in the protection of the environ3nt. This year we have a terrible droughtbwhich is q wake callmto everyone to protect the environ3nt Strongly_Agree_Likert Everyone is involved thus is invooved due to the disater that we have thus everyone has annopen earbto each other views Pastoralism_Norms,Fishing_Norms,Harvesting_Period_Norms Strongly_Agree_Likert If there are other technic that imprvebthe living standards they can be changed Strongly_Agree_Likert Some people still want to lead a life of hunting and the use of mosquito nets for catching fish Strongly_Agree_Likert Strongly_Agree_Likert The project is bettering our lives Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as there are more advantages than disadvantages as well as technology allow it to be done Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture There are a lot of famers thus it is the major contributor Wetlands_Dependent,Forest_Dependent Animals graze in the forest and wetland and houses are made from trees from the forest Strongly_Agree_Likert They add to the value of our lifes Strongly_Agree_Likert The group wre given respnsibilitie and tgts the reason it is still working Strongly_Agree_Likert As long as the policies add valuento our lifes Strongly_Agree_Likert The collaboration has lead to buiodingba school from the money raised fromthe national,parks Strongly_Disagree_Likert There are no universities and very view came here Strongly_Agree_Likert The drought of thie year is a work up call and in some boreholes there is no water coming because the water levels jave gone down Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Community_Radio_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert We do not have money for instance if there is damage to the tank we cannot repair it Agree_Likert We have access to wetalnds Agree_Likert Unless with a license from the gameparks and forest Agree_Likert Yes from wetlqnds such as fish but from forest and game parks youu ned a license Agree_Likert The agrrements are not adequate because only four pr9jects were implemented in the ward whi h is a drop in the ocean agaist the population 9/5/2024 10:09:52 PM n.namatama_ioer 12/8/2024 7:33:09 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.295162 -15.830841
101 102 c475ac24-182c-4c24-b0f8-35cce4271812 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/1/2024 4:28:23 PM Luubwe ward Inkabe yalaangana goat Dip tqnk and gaot reatpring 4to8Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Agree_Likert There is cordination among ourselves the because there is always a meeeting Agree_Likert We are able to takencare of the animals and forest Strongly_Agree_Likert They work well Traditional_Authority_Conflict Agree_Likert As long as there are people to teach them Strongly_Agree_Likert Learning the new things is importnat because the world is cjangingwe do not have Disagree_Likert NaN Strongly_Disagree_Likert They are are the same and we are taught the same Strongly_Agree_Likert Becquse tuey have change thus we jave to acceot them Strongly_Disagree_Likert We do not have the knowlefe NaN Care_Nature_Express Agree_Likert NaN Disagree_Likert Therevis noth8ng Agree_Likert NaN NaN NaN NaN Agree_Likert NaN NaN NaN NaN NaN Agree_Likert Material_Connection NaN NaN Strongly_Disagree_Likert Agree_Likert Agree_Likert NaN Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent We are farmers Agree_Likert NaN Agree_Likert NaN Agree_Likert NaN NaN NaN Strongly_Disagree_Likert There are people who look after the qnomals NaN NaN NaN NaN Agree_Likert Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert NaN NaN Strongly_Disagree_Likert We do not know how it works Strongly_Disagree_Likert We do not know how it works Strongly_Disagree_Likert We do not know how it wokrs Strongly_Agree_Likert They are fine because we are using them 9/5/2024 10:09:57 PM n.namatama_ioer 12/1/2024 6:43:18 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.291312 -15.824643
102 103 cd0cba92-307f-4466-a027-a3565c3da0cc NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/2/2024 5:38:01 AM Luubwe ward Luubwe Livestock Centre Dipping and gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Agree_Likert We look after them properly because no one disturbes them Strongly_Agree_Likert We always prevent mis ussing natural resourcesthere Strongly_Agree_Likert There is no one that distroys the environemnt in natural resource areas Ward_Development_Committee_Conflict Strongly_Agree_Likert There is a group at community level Agree_Likert As long as they come to teach us Disagree_Likert Yhere is nothing Strongly_Disagree_Likert They are the same Strongly_Agree_Likert It is the law that comes from the government this it has to be accepted Agree_Likert We are able but peopel do not just want to abit by the i fomatio NaN Care_Nature_Express Strongly_Agree_Likert NaN Disagree_Likert There is nothing Strongly_Disagree_Likert There views on the management of the borehole but we have no response Hunting_Norms,Food_Taboos_Norms Agree_Likert NaN Disagree_Likert NaN Agree_Likert Disagree_Likert NaN Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert But we only depend on the forest and wetlands Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Land_Agriculture Source of livelihood such as crops Forest_Dependent Thats were our animals feed Strongly_Agree_Likert They help reduce distruction the natural resources Agree_Likert NaN Agree_Likert NaN Strongly_Disagree_Likert There are a lot of diagreemnt among the group members of the committe and at point there were two committes for the same group Strongly_Disagree_Likert There ate no universoties Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Community_Radio_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert When we are helped we cqn Strongly_Disagree_Likert We do not have license Strongly_Disagree_Likert We do not have the license Strongly_Agree_Likert We do not have the licese Disagree_Likert From the time the project was given they people we have never seen them again 9/5/2024 10:10:03 PM n.namatama_ioer 12/1/2024 6:43:51 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.282927 -15.820853
103 104 6f9c67af-dc05-4ec8-b2e2-54859cc904d3 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/2/2024 8:25:01 AM Luubwe ward Maubi Cattle restocking Dipp tank Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert The animals are protected but there peopel who are given licenses to cut all the trees whom we cannot stop because they have been authoriswd by the goverenement Agree_Likert There are traditional leaders that can guid to protect the natural resources but they challenges with people who are given license to cut trees Disagree_Likert There is need to work togather by allk cigizens to ensure the environemnt is protected Traditional_Authority_Conflict Strongly_Disagree_Likert There is nothing Agree_Likert The are tradirional leaders need to be included because they can hinder the progrees because the lqnd is theirs Disagree_Likert There are not training Disagree_Likert They are the same Agree_Likert We want to pr3vent natural resouces from diatruction Agree_Likert If we are given the manade we can i terprete Animal_Rearing_About Care_Nature_Express Agree_Likert NaN Disagree_Likert There is nothing Agree_Likert They receive the views and the help to chase away the crodiles and elephants. The WDCs receive our complaints who chanell them to the DC office Pastoralism_Norms Agree_Likert NaN Agree_Likert The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Disagree_Likert Strongly_Disagree_Likert The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Land_Agriculture NaN Wetlands_Dependent,Forest_Dependent The animals graze in the wetlands as well as in the forest Strongly_Agree_Likert It help reduces depebncy on natural resources Agree_Likert NaN Agree_Likert NaN Disagree_Likert There is lees monitoring on the project beacause by it has not been xompltely funded as there is no cattle given and we are still wait8ng for it. Some parts of the agreement su h as training on on how to dip animals but is was not done Strongly_Disagree_Likert We cannot do it beacuse the project is not working properly Agree_Likert NaN Agree_Likert Agree_Likert Strongly_Disagree_Likert Community_Radio_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Strongly_Disagree_Likert We cannot mqnagement Agree_Likert We always pass through the forest, game parks and wetlands becaus e of the roads to pass through Strongly_Disagree_Likert They are governement properties Strongly_Disagree_Likert Tney are goverenment propwrtoes Agree_Likert The agreement of fee paying is fipuctioning a bit that heepls to repair the borehole when it is damaged 9/5/2024 10:10:08 PM n.namatama_ioer 12/1/2024 6:44:22 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.298931 -15.803228
104 105 b21a98c3-3687-4b21-892d-d01c5c8cf3eb NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 7:25:38 AM Omba ward Tunjile Goat Structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Agree_Likert When the hand pump is broken or the bore is broeken we contribute money to fix it Agree_Likert So tgat the forest are protected Disagree_Likert They are just f8ne they di not needvto change Traditional_Authority_Conflict Strongly_Agree_Likert 5here peopelmwho train us on the importance of protect8ng the environemnt Agree_Likert We woukd not wqng to completely chnage but to add go the exist8ng knowledge Strongly_Agree_Likert Thre are meet8ng where they advice not yo burn the forest as well as protect the environment Strongly_Disagree_Likert They are tye same Strongly_Agree_Likert There earier laws we cacpeted it as well as it brings development Disagree_Likert We do not know how to trqnslated or know anyth8ng about it thus we need to be taught Farming_About Care_Nature_Express Agree_Likert NaN Disagree_Likert There 8s noth8ng Disagree_Likert NaN Harvesting_Period_Norms Agree_Likert NaN Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert They are under the control of the Chief who can make changes to them NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert If we are changing to the better one Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Land_Agriculture We are farmers Agriculture_Areas_Dependent Thats were we get our income NaN NaN Disagree_Likert We do not know how to use the new innovations Agree_Likert NaN Strongly_Agree_Likert We always follow what the say Strongly_Disagree_Likert There is nothing Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Community_Radio_Receive Agree_Likert WithinOurselves_GetKnowledge Agree_Likert Disagree_Likert We would like to be helped Strongly_Disagree_Likert The laws prohits Strongly_Disagree_Likert The law prohitst Strongly_Disagree_Likert The law prohibits Agree_Likert If they are completely they can do it 9/5/2024 10:10:13 PM n.namatama_ioer 12/1/2024 6:45:02 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.287790 -16.504770
105 106 c173ae96-0fc6-4604-b018-848dd8d0d1f7 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 8:52:51 AM Omba ward Mmbiza solar powered Gerdening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert Theye do not go into the game parks to kill the animaos as well as kill them Agree_Likert There some peopel withing the group that can accept to protect the environemnt Agree_Likert Some some institutoons that do not follow the rules and some institutions services do not reache us Ourselves_Conflict Strongly_Disagree_Likert There is no one Agree_Likert There are vafiation in the group becquse some are more knowlagable than others Strongly_Disagree_Likert We have not recieved Strongly_Disagree_Likert They are the same Strongly_Disagree_Likert The old laws are okay Agree_Likert Some peopel can manage while others cannot manage NaN NaN Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert The views are not acceoted because we always report that hynas attache our animals in the village but nothing is bee done NaN Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Disagree_Likert NaN NaN Strongly_Disagree_Likert NaN NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Life is hard due to high cost of commodities Strongly_Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Uncontrolled_Fires The animals can have problems where to find food Agriculture_Areas_Dependent Everything comes from agriculture Strongly_Agree_Likert They can help protecf the environment Agree_Likert NaN Strongly_Agree_Likert NaN Disagree_Likert There are some project that have not been brouhgt into our commu ity Strongly_Disagree_Likert There is notinh Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert We can manage becquse peo0el qre working hard Strongly_Disagree_Likert It is protecyed Strongly_Disagree_Likert It is protected Strongly_Disagree_Likert It is proteced Agree_Likert Sone people in the co nu ity fail to achera to the agreement 9/5/2024 10:10:18 PM n.namatama_ioer 12/8/2024 6:44:35 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.252442 -16.494854
106 107 3cc571e5-d4e5-495b-9866-3c1238e43239 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 10:04:50 AM Omba ward Hangoma Solar powered Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Disagree_Likert There is nothing that we are doing that bring income to the project thus we are not working togather Strongly_Agree_Likert There is need for us to have an income somewhre so that we can protect the natural resources Agree_Likert They are fine but the people are the ones who do not follow the laws Traditional_Authority_Conflict Strongly_Disagree_Likert There is nothing Undecided_Likert I do not know the answer Strongly_Disagree_Likert Thee is nothing Strongly_Disagree_Likert They are the same Undecided_Likert Unless i knoe the law becquse i have to know if i can folow it or not wihtou too much hardshios in my life Agree_Likert Fist i have to know what we are accepting after we have left the things to be able to interprete them Farming_About Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert We only follow the laws form the governmebt Agree_Likert They accept but we do not take to them because we are not learned like them Burning_Bush_Norms Agree_Likert This year we agve tried to change the burning by stiping anyone who is not in the practice Strongly_Disagree_Likert There is nothing Disagree_Likert Strongly_Disagree_Likert There is nothing that is included NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert We have only one activity that we do here such as farming thus changing is difficult Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires When you burn the bush it destroys both the tree and as well as the animals Agriculture_Areas_Dependent It is where we farm our crops Strongly_Agree_Likert They help in the development of the livelihood Agree_Likert NaN Agree_Likert NaN Disagree_Likert There is no difference in how we are working Strongly_Disagree_Likert There are no universities arround hee Agree_Likert NaN Disagree_Likert Disagree_Likert Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert WithinOurselves_GetKnowledge Agree_Likert Disagree_Likert We do not have knowledge on how we can effectively cordibpnate for the activities NaN NaN Strongly_Disagree_Likert The lwas does not allow Strongly_Disagree_Likert The laws does not allow Agree_Likert If it is followed very well it can help unlike the way it is now 9/5/2024 10:10:24 PM n.namatama_ioer 12/1/2024 6:45:46 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phone calls NaN 26.264007 -16.479668
107 108 c7226aca-577e-49ba-9be4-dd6ec9721a1d NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 11:34:06 AM Omba ward Habanyama solor power Gardenning Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert When the borehole got damaged we did not work togather to repair the borehole Agree_Likert We can do it because we are not chaocal burners beacuse we are farmers and we can work togqther in ensuring that water to is not depleted in the rivers Strongly_Agree_Likert There is no need for Zawa to come to this areas because there are no animals in our areas Central_Government_Conflict Agree_Likert It is only the headman Strongly_Agree_Likert We are suffereing thus we can acceot new k owledge to assist in the climate chanhge Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert They are the sane Disagree_Likert They laws are just fine Agree_Likert As long as we are taught Farming_About Care_Nature_Express Agree_Likert NaN Strongly_Agree_Likert There are places called ""Menda Abila"" where people do not fetch or used water and when they use it the teeth becomes black Agree_Likert They are received by the District Commissioner Harvesting_Period_Norms Strongly_Agree_Likert There can be change if the maize planting pefiod has cuanged Strongly_Disagree_Likert There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall Strongly_Disagree_Likert Strongly_Disagree_Likert They are not taken into consideration Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Disagree_Likert Disagree_Likert Our livelihood is just based on farming Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires The burning makes the trees dry as well as young animals get killed Wetlands_Dependent Water is a source of life for our animals such as cattle Strongly_Agree_Likert They bring developnent in the country Agree_Likert NaN Agree_Likert NaN Strongly_Disagree_Likert For instance the borehole got distroyed but it has not b3en worked on Strongly_Disagree_Likert Ghere are not universitites Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert Other_Receive Agree_Likert WithinOurselves_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We can do it if we mqnage to save money for the activities Strongly_Disagree_Likert They are protected by the govrenment Strongly_Disagree_Likert They are protexted by the govrenment Strongly_Disagree_Likert They are protected by the goverenment Agree_Likert We are given what we agree with SCRiKA thats is the borehele 9/5/2024 10:10:30 PM n.namatama_ioer 12/8/2024 6:14:31 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phone cals NaN 26.228571 -16.488037
108 109 dd71691d-8f11-44c3-a9d0-42d1739b489a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 1:36:05 PM Omba ward Shaamba Solar Power Gardenung Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert We do not go into the forest to distroy the animals and other biodoversity Strongly_Agree_Likert We have a visionnand we know how to conserve the forest Strongly_Agree_Likert We are woring togather withother institutikns Ourselves_Conflict Strongly_Agree_Likert The councillors and mambers of parliament help inngiving us advice Strongly_Agree_Likert As long as tgere is anpreoblem then we need to change Agree_Likert We had some training on the forest only but not the other areas Strongly_Disagree_Likert They are the same Strongly_Disagree_Likert The laws are okay Strongly_Agree_Likert We are able to flow tge instructions Farming_About Care_Nature_Express Disagree_Likert We cannot live well nature Strongly_Agree_Likert We do it because it is our ulture Strongly_Agree_Likert They accept the views because we follow their laws or rules Harvesting_Period_Norms Strongly_Disagree_Likert The harvesting period following the rain parterren Strongly_Agree_Likert Some cultural activities such as getting roots from the trees for medicine can destroy the trees Agree_Likert Strongly_Disagree_Likert The project can be destroyed because of culture Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Disagree_Likert Disagree_Likert We always use products from the forest Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire distroys almost everything even birds in the forest are destroyed Agriculture_Areas_Dependent We are farmers by nature Strongly_Agree_Likert To avoid distructi9n of the environent Strongly_Agree_Likert The project is a form of a responsibity tonus Strongly_Agree_Likert NaN Strongly_Agree_Likert The forest department collaboratiin has increased than other institutions Agree_Likert Some time we share with the universities Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Other_Receive Strongly_Agree_Likert LocalAuthority_GetKnowledge Strongly_Agree_Likert Disagree_Likert We cann try but with much we ca manage Agree_Likert We have tge rights in the forest but not inthe game park Agree_Likert In forest only but not in the game park Agree_Likert We can do it with a permit Strongly_Agree_Likert From 2019 we made rules that help ensure that tye project is functiining well and we have neve had any problem 9/5/2024 10:10:34 PM n.namatama_ioer 12/8/2024 7:24:26 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN We use smart phones NaN 26.199427 -16.492026
109 110 81d88bd8-d200-472d-8463-1a64e02fec33 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 2:34:00 PM Omba ward Shamba goat structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is a disagreement in the group because the SCRiKA had promised to bring goats that they never brought thus there is no coordination Disagree_Likert We are not having meeting Disagree_Likert They have failed to protect tyr environment Central_Government_Conflict Strongly_Agree_Likert There are traditional leaders who hel0 Strongly_Agree_Likert There can bring more development in the protections of the trees to ensure the there is adquate rainfall Strongly_Disagree_Likert I have not receievd Strongly_Disagree_Likert They are the same Strongly_Agree_Likert The can accept new laws Agree_Likert NaN Farming_About Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert There is the same laws in thet have overtake the traditional Strongly_Agree_Likert They receivebour repoert they always come Harvesting_Period_Norms NaN NaN NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert NaN Disagree_Likert Our livelihood is difficult at the moment because of climate change Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor Agriculture_Areas_Dependent We are farmers by nature in southern province Strongly_Agree_Likert May be it caj bring developemntinfuture Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert There are a lot of comjittes that have been established that have been estwblished Strongly_Disagree_Likert There are no peooe that tell us on how to exchange ideas Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Television_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Disagree_Likert We are a lot of chaleleges thue we cannot manage Strongly_Disagree_Likert Tye law sforbids us Strongly_Disagree_Likert The laws forbids us Strongly_Disagree_Likert The law forbids us Strongly_Disagree_Likert The aggrement was not fullfilled onnthe side of scrika because they did nit bring the goats 9/5/2024 10:10:36 PM n.namatama_ioer 12/8/2024 7:35:54 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN Through the suffereing we are able to acquire knowledge 26.203510 -16.498144
110 111 815156c2-d0d0-49e4-89cf-845bfd64fb0c NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 3:44:05 PM Omba ward Sikapande solar powered borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert When the projects borehole is broken down we contrubute to repair it and is is currently working properly Agree_Likert We can do it through thr traditional leaders Agree_Likert There is need to cuange because their are peoplemwhonare just cutting down the trree thus we wouod like the traditionalleadersbtobe in cintrol Traditional_Authority_Conflict Agree_Likert At the moment it is the headmen and chief that act as rioe modeks Strongly_Agree_Likert The leseons we have can help to know if tye knowledge can leadvto protecting the environm3nt Strongly_Agree_Likert We have been tquggt that if the animals have been taken care they can help in protecting the environmenbt as well as bring revenue in vorm of tourists Strongly_Disagree_Likert They are the same Strongly_Agree_Likert Tgere are difgerentbpresisdent the comenwith diffrent laws Agree_Likert We can try it because we left that the naimal hqve profit and trees bring fresh air Farming_About NaN NaN NaN Agree_Likert There are people who fonot foloow tge rules NaN NaN NaN NaN NaN Disagree_Likert Only in not following the laws NaN Strongly_Agree_Likert When we have been taught Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert NaN NaN NaN Agriculture_Areas_Dependent Thats were we get income from NaN NaN NaN NaN NaN NaN Strongly_Agree_Likert NaN Agree_Likert Sometines we do it NaN NaN Agree_Likert NaN Agree_Likert NaN Agree_Likert NaN NaN NaN NaN Strongly_Disagree_Likert There arevstrong laws thusnwe cannit Strongly_Disagree_Likert There are string lawsthus we cannit do it Strongly_Disagree_Likert There are strong laws Strongly_Agree_Likert At tge moment it is going on welk due to the ordination amongbthe group menbers 9/5/2024 10:10:41 PM n.namatama_ioer 11/30/2024 5:45:38 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.222080 -16.510513
111 112 44c807bd-e62c-420d-ac5b-e997ce9aaf7a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/4/2024 4:16:39 PM Omba ward Fumbe Fumbe solar borehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert As a community we are collaborating well acept for the problems we are facing on the borehole Agree_Likert Unles our borehole starts working Strongly_Agree_Likert They are wirking well Traditional_Authority_Conflict Agree_Likert There are headmans and cheifs Agree_Likert We di not know howbthe newvknow will be like but the current is okay Agree_Likert We aleayas meetings for the same issue Strongly_Disagree_Likert Theybare are the same Agree_Likert We k ow the now if they are fine then we can accept rhem NaN NaN NaN NaN NaN NaN Strongly_Agree_Likert Tyere is""Malende"" for protection of the environment NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Disagree_Likert Experiential_Connection,Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert There is a problem with the boreholes Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert NaN NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN NaN NaN Strongly_Agree_Likert We have no problem with them agricjlture on the support we get from them Strongly_Disagree_Likert We do not NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Field_Extension_Services_Receive NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Strongly_Disagree_Likert From the time they gave us the project they have nevr come back to asist us with the projects 9/5/2024 10:10:47 PM n.namatama_ioer 11/7/2024 1:48:38 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.231252 -16.518436
112 113 db94d7f3-355b-47fe-b3b6-f68bb5d131de NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/5/2024 5:49:51 AM Omba ward Habulungu solar powered Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert There are no conflicts in the group Strongly_Agree_Likert We can make tge plans but is is only that we do not have tge forets Strongly_Agree_Likert Things are working well Ourselves_Conflict Strongly_Disagree_Likert There is nothing Agree_Likert First we have to know the knowledge that is new before we can accept it because it can bring challenges in our liveleihoods Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert They are the same Agree_Likert Firts we have to understsnd them so that we know if they are fine or not Agree_Likert Unless we read the informtiin and understsd it Farming_About Care_Nature_Express NaN NaN Strongly_Disagree_Likert There is nithing Strongly_Agree_Likert When tgere is a stray animal such as an elephant we aways call peopel from zawa Pastoralism_Norms,Burning_Bush_Norms Strongly_Agree_Likert The burning of the bush can be changed Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Disagree_Likert Disagree_Likert There is no problem thus we cannot change Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning of the bush destroys the environment Wetlands_Dependent Water is life because our cattle drink water from the wetlands Agree_Likert Unless it is known that when we can accept it Strongly_Agree_Likert Every9ne is doing what heor she is upposed to do Strongly_Agree_Likert NaN Strongly_Agree_Likert We always work togather Strongly_Disagree_Likert We do nit shere with them Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Disagree_Likert We cannot unless we are helpee with finace Strongly_Disagree_Likert Unless with a permitsfronzawa Strongly_Disagree_Likert Unless with a permit fromzawa Strongly_Disagree_Likert Unless with a permit Strongly_Agree_Likert From the time tge project was installed it is worming well and there is no break down 9/5/2024 10:10:51 PM n.namatama_ioer 12/1/2024 6:48:07 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth NaN 26.283609 -16.542990
113 114 fe3cd1c9-e5a4-4d18-8e3f-35b8824737c3 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/5/2024 7:32:25 AM Omba ward Maika Male Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Agree_Likert We always work togather Strongly_Agree_Likert Tgere are are laws we can manage the natural resources Strongly_Disagree_Likert There are no conflits that we managing Ourselves_Conflict Strongly_Disagree_Likert There is nithing Strongly_Agree_Likert We can acceot as long as it will help us Strongly_Disagree_Likert Tgere is nothing Strongly_Disagree_Likert They are the same Strongly_Agree_Likert Things change thus evennlaws cqn be changed Strongly_Agree_Likert We can work togathervwith the poeope tjat have the infomatiin Farming_About Care_Nature_Express NaN NaN Strongly_Disagree_Likert Ther pe is nothing Agree_Likert We do n9t take any reports Harvesting_Period_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals depend on grass thus if burnt the animals would die Wetlands_Dependent Water is life and our domesticated animals need water and we depend on the animals Strongly_Agree_Likert So that we can protect the environemnt Agree_Likert NaN Agree_Likert NaN Undecided_Likert No answer Strongly_Disagree_Likert We do jot Agree_Likert NaN Strongly_Disagree_Likert Undecided_Likert Undecided_Likert Other_Receive Strongly_Disagree_Likert WithinOurselves_GetKnowledge Strongly_Agree_Likert Agree_Likert We are tring but we hqve chaleges Strongly_Disagree_Likert There are lwas that protect them Strongly_Disagree_Likert There are kaws thst protect them Strongly_Disagree_Likert There are laws that protect them Strongly_Agree_Likert There areno problens we are just working well wuth them 9/5/2024 10:10:56 PM n.namatama_ioer 12/1/2024 6:49:11 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN It comes from the headman and councillor NaN 26.133344 -16.525077
114 115 cc46bdb4-09f6-437b-8140-3eb8c8aa29b5 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/5/2024 9:02:22 AM Omba ward Moomba goat structure Giat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert We always have meeting so that we taech each other Agree_Likert People are different other are still disturbing the fores Strongly_Agree_Likert They are all fine Traditional_Authority_Conflict Strongly_Agree_Likert C4 always come to sentise on the managemebt of the forest Agree_Likert The knowledge we have is fine but is need sentisation in the community Agree_Likert We have only sentisation from C4 and SCRIKA Strongly_Disagree_Likert They the same Strongly_Agree_Likert We are taught that the forest helps in providing good health thus we cqn accept new that help protect the environment Strongly_Agree_Likert NaN NaN Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert C4 is a non goveremnatal organisataion that was received by the district thus my view can also be receieved Harvesting_Period_Norms NaN NaN Strongly_Agree_Likert Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert It is not easy but it is a good thing Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture we depend on farming for our livelihood Agriculture_Areas_Dependent Thats where we get our food crops Strongly_Agree_Likert They redice the distfuction of the natural rdsources Agree_Likert NaN Agree_Likert NaN Agree_Likert We have managed to have a borehole where to fetch thus the increae i coollabratio Agree_Likert we shared with the C4 that came from the University Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Agree_Likert We were not given ghus we had to look for animaks to continurpe with thr project Strongly_Disagree_Likert Wecare not allowed in the park Strongly_Disagree_Likert We are not allowed allowed Strongly_Disagree_Likert W3 are not allowed Strongly_Agree_Likert The SCRiKa were advising people to have latenative livelihoods than on natural resources 9/5/2024 10:11:02 PM n.namatama_ioer 12/8/2024 5:24:43 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth From ScRiKA and C4 26.097942 -16.557701
115 116 5e7df2cc-c81e-44a2-a2da-6e81c30ee226 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/5/2024 10:51:33 AM Omba ward Mbalanji goatvrearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Agree_Likert We do not do it because we are not organised Undecided_Likert Maybe we can do it Undecided_Likert I do not know Central_Government_Conflict Strongly_Disagree_Likert Tyere is nothing Strongly_Agree_Likert The new knowledge can help us manage the natural resiurces well Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert They are the swme Strongly_Agree_Likert As long as thry are fine withnus Strongly_Agree_Likert NaN Farming_About Care_Nature_Express NaN NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert We have nevervtaken any Gathering_Norms Strongly_Agree_Likert They can be chqnged because people do not have anything to do Strongly_Disagree_Likert There is nothing Disagree_Likert Strongly_Agree_Likert The traditional leaders have to accept that a certain project has to be done on a specific place Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert The person can not change unless the person is shown what to do Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction For charcoal, people burn big tree that destroys the habitat for animals Agriculture_Areas_Dependent Thats where we get food crops and income Strongly_Agree_Likert As long as the are fine Strongly_Agree_Likert We work togather tigather Agree_Likert NaN Strongly_Agree_Likert Because sometimes the councillors comes to checks on how the projectsvare goingnon Strongly_Disagree_Likert There 8s nothing NaN NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert When we cooperatng in the group through conttibuting we cqn do it Strongly_Disagree_Likert Unless we are given authority by thise whobtake care of the animals Strongly_Disagree_Likert Unless guven athority by those who take care Strongly_Disagree_Likert Unless given authority by those who take care ofthem Strongly_Agree_Likert We where taught and we accepted to remove money so that the project can be impkemented 9/5/2024 10:11:06 PM n.namatama_ioer 12/1/2024 6:50:49 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Thriugh phone or meetings NaN 26.176933 -16.507455
116 117 1762c513-2d69-4a37-bd35-5184647576d6 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 9/5/2024 11:55:04 AM Omba ward Tugwasane goat structure Goat rearing NaN SCRiKA_LS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 9/5/2024 10:11:11 PM n.namatama_ioer 9/5/2024 10:11:11 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 26.196393 -16.526979
117 118 eb8c468c-a34a-467e-a5c0-4a810dce4554 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/5/2024 12:54:19 PM Omba ward Kamuseka solar project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Agree_Likert They coordinate among themselves Agree_Likert Unless we rae helped in some fof tge diffuculties we have make sure we self organise Strongly_Agree_Likert There are no problens Traditional_Authority_Conflict Strongly_Disagree_Likert There is nothing Agree_Likert Unless we learn thr new knowledge and understnd that when we can learn the new knowlegde Agree_Likert We do not have adquate knowledge Strongly_Disagree_Likert There is nothing Undecided_Likert We do not know the new laws thus it is diificuot to unless we know it NaN We do not adqate know thus we cannot manage but we can only do it where we know Nature_Protection_About NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Disagree_Likert We can not manage to live without depending on the forest like our craw we use the trees Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Disagree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent From agriculture we get food crops and income NaN NaN NaN NaN NaN NaN NaN NaN Strongly_Disagree_Likert There is nothing NaN NaN Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Other_Receive Disagree_Likert WithinOurselves_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We have challenges with water whichis unadequate tgat is nit able to cater for tye all the cattlemin the village thusther is nedd to have more water Strongly_Disagree_Likert When found inthepark they jail Strongly_Disagree_Likert When found you can be jail Strongly_Disagree_Likert Wh3n found can be jaiked Strongly_Agree_Likert Their is less water that comes out that cannot cater for all the cattlr as well as to make garden. Thus we hqve opted to use it for cattle to drink wat and forgo the gardens 9/5/2024 10:11:16 PM n.namatama_ioer 12/1/2024 6:52:13 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth NaN 26.262851 -16.513977
118 119 3e1e862b-c158-41ee-86ed-80918eb0b47a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/5/2024 2:54:58 PM Omba ward Omba Solar borehole Gardening NaN SCRiKA_LS yes 20to30People_Many Disagree_Likert The relation among the community is good but some cut down the trees while others comply Agree_Likert We always have meeting whre we sentise one another on the impiratance of the naturak resources Agree_Likert There agriculture deparments normally hold diffrent meeting as well as thr tradition leaders also do not alloe careless cutting of trees Traditional_Authority_Conflict Agree_Likert There is a policy 8n the education ministry that ask each scholl yo plannt trees meaning they are teaching aforestatio Agree_Likert There are people who still depending on how the forefathers were doing things thus it is difficult to change but tjose who had sone edication are able to change to the new knowledge Strongly_Disagree_Likert There is nothing Undecided_Likert Not sure Strongly_Agree_Likert We follow the modern way of life and we have ro follow the new rule to protect our environment Strongly_Agree_Likert Am able to read and understand NaN Care_Nature_Express Strongly_Agree_Likert We do not protect the environement we are promoting climate change Agree_Likert They are less active these days Agree_Likert Sometimes the co plainept is not lmplemented Harvesting_Period_Norms,Gathering_Norms,Pastoralism_Norms,Burning_Bush_Norms,Hunting_Norms,Fishing_Norms Agree_Likert The rules are made people they be change if there are are disadvantages Undecided_Likert No response Agree_Likert Disagree_Likert The projects are not associated with the cultural aspects Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert The way we live we adapt any environment like now we have climate change thus we have adapted to challenges Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt Agriculture_Areas_Dependent That is the major activity around this area Strongly_Agree_Likert Those if they are brough and taught to be uaed by people it help manage the natural resources and prevent climate change Agree_Likert NaN Strongly_Agree_Likert NaN Disagree_Likert From the time the handovers ghere are no inspections that are done, even if the projectsvare notnworking they do not come to our aid Strongly_Disagree_Likert There are no colleges that come to learn Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge,Other_GetKnowledge Agree_Likert Agree_Likert We normally do contributuon that helps for the daily runing of the project alathough it opis not enough Strongly_Disagree_Likert They are strongle garded by the the oeiple respinsible Strongly_Disagree_Likert They are strongle garded by peole respinsibel Strongly_Disagree_Likert They are strongle garded by people respinsible Strongly_Disagree_Likert When the project started there were promises that wre made by the goverenment one of to supervise and find the projects but it was not done 9/5/2024 10:11:21 PM n.namatama_ioer 12/8/2024 6:07:50 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Sociol media As well as the media and knowlege from school 26.313670 -16.536117
119 120 9777e80d-c984-4dab-bd58-ba08390d74dc NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 5:30:10 AM Kalobolelwa ward NaN Goat reaeing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There is cordination but people always go in the forest to cut tres or kill animals Disagree_Likert We cannot do it because everyone does what he feels like doing Strongly_Disagree_Likert There is no cordination from line ninitrsy to discuss how to protect the environment Ourselves_Conflict Strongly_Disagree_Likert There is no one who has k owledge to protect the environemnt. We all distryers thus there is no one in the village that can advise the other one Strongly_Agree_Likert The is no proper managemebt of the forest thus with new knowledge we cqn protect the naturak resources Agree_Likert There were lessons but they were not adquate thus people people had little knowledge in the short 2orkshop that was done but we stilll need more lessons Disagree_Likert We do not know the laws because we have never been properly sentised and people that come yo sentise they come i the eveing like at 16 hrs thus a short period for sentisatuo Strongly_Agree_Likert There is might br change because they animals would br increase in number as well as the sentisation migh help the co unity to be watch dogs of each other as well as follow other laws on protecting the environment Agree_Likert If they peopel know the laws and infomation they can interprete but if they do not know anything then they cannot interorete Animal_Rearing_About NaN NaN NaN Strongly_Disagree_Likert There is nothing Disagree_Likert We do not take any views to the institutions Hunting_Norms,Harvesting_Period_Norms Strongly_Agree_Likert If There is a law they can be changed through coordination of varuous departments and the com u ity Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Thee is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long NaN Disagree_Likert Disagree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it Agriculture_Areas_Dependent From there we have food crops Strongly_Agree_Likert So that maybe in innfurtyre the biodiverty can increase in the future even if we do not know it Strongly_Agree_Likert We are taking care of the goats through giveing medicine and they look after in the wilderness from been eaten from wild animals and we hqve taken care of themnsince 2016 and we hqve been seeling and eating as relish NaN NaN Agree_Likert There is some coordination from WDC and agriculture. With WDC we discuss issues with regards to development that are tak3n to the offices from which we hqve respo ses Strongly_Disagree_Likert There is nothing Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Disagree_Likert Disagree_Likert There is no cooridation anong the the saving groups and goat projects Strongly_Disagree_Likert Thry are protected Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert Thry are protecetd Strongly_Agree_Likert They are agrrement are beeing followed and it has been working since 2016 9/13/2024 7:47:42 PM n.namatama_ioer 12/1/2024 5:00:10 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Therough word of mouth and it is always onces when the goats are given NaN 24.119776 -17.251010
120 121 bf5168f7-de9b-4d2a-a00f-0fc49f418899 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 6:25:33 AM Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert We do not disturb the environment NaN NaN Agree_Likert We are protecting the 3nvi4onment so that our livelihood is not disturbed NaN Strongly_Disagree_Likert Thereis nothing Strongly_Agree_Likert We would want t9 kjow the new way of doi g things Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Some of the laws are known when we are sentised that we did not know Strongly_Agree_Likert So that we can learn the new laws Strongly_Agree_Likert Yes we can do it becquse we had some lesson to protect the envjronment NaN Care_Nature_Express NaN NaN Strongly_Disagree_Likert There is nothing Agree_Likert Some things they acceot others not Harvesting_Period_Norms Undecided_Likert NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Undecided_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The grass for grazing animals would be destroyed Agriculture_Areas_Dependent Thats were we get food for our living Strongly_Agree_Likert As long as they protect the environmet Agree_Likert We had some leseond Agree_Likert NaN Disagree_Likert There is ni coordinatik Strongly_Disagree_Likert The is no5h9ng Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert If i have money from th3 silk qnd waving groupd i can do it Strongly_Disagree_Likert Qm not allowed to do eo Strongly_Disagree_Likert Am not allowed to do so Strongly_Disagree_Likert Am not allowed to do so Agree_Likert They help in my livelihhod 5o buy wtqff that i need 9/13/2024 7:47:46 PM n.namatama_ioer 12/1/2024 5:01:18 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Qorld of mputh NaN 24.116713 -17.247789
121 122 7693d419-27b5-435d-b869-c9b62fa14f06 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 7:00:07 AM Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Agree_Likert They are taken care of and am just a capenter NaN NaN Undecided_Likert NaN Central_Government_Conflict Undecided_Likert NaN Strongly_Agree_Likert So that we move togather witye the world Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert There 8s nothing Strongly_Agree_Likert We have to follow the laws Strongly_Disagree_Likert Unless we are taught Animal_Rearing_About Care_Nature_Express NaN NaN Strongly_Agree_Likert It is only aboutthe land ownershup for the state and traditional authority Strongly_Agree_Likert It is through how the area is govrened Burning_Bush_Norms,Pastoralism_Norms,Harvesting_Period_Norms NaN NaN NaN NaN Undecided_Likert Strongly_Disagree_Likert We do not Source_Income_Purpose Undecided_Likert Material_Connection 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Disagree_Likert It is only the starting point that is difficult to change because in needs finances Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys the food for the elephants on which it depends after it has been burnt Agriculture_Areas_Dependent Thats where we get food crops Strongly_Agree_Likert We follow clinate chqange Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert Becaise of the development and food sguffs they bring Strongly_Disagree_Likert Thete is nothing Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert We always selll and we can find money yo help Strongly_Disagree_Likert They are project by the government Strongly_Disagree_Likert Protected by the government Strongly_Disagree_Likert Protected by the government Strongly_Agree_Likert It is fine but the diseases are the ones tha bring problens 9/13/2024 7:47:57 PM n.namatama_ioer 12/8/2024 6:41:14 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth NaN 24.116193 -17.247687
122 123 f867bdf8-3d56-45d5-8c91-3a7171673acc NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 8:13:00 AM Kalobolelwa ward Lichichecho goat rearing project Gost rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Disagree_Likert The shores of the zambezi cannot be left as a buffer of trees but for gardenning because there is no water in the vaillage for gardening Agree_Likert Unless we are taught tqhts wh3n we cqn do it Undecided_Likert I do not know how the environmwnt should be protected Ourselves_Conflict Strongly_Agree_Likert There are peoplr 2ho are trained on how to to look after aftrr the fordst like guiding thr perion of burning the bush Agree_Likert It deoends on how i will be taught the new knowledge to help me mke decison if to accept it or not Agree_Likert Only in the section og forest Strongly_Disagree_Likert They ars the same Agree_Likert It depends on how we unstand it after learning to determine if we accept it Agree_Likert Unlrss am taught Nature_Protection_About Care_Nature_Express NaN NaN Agree_Likert There is a prohibition to cut timber Undecided_Likert I have not taken any views NaN NaN NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Disagree_Likert Because i do not have the livelihood am shifting to Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Fire destroys the habitat of animals Agriculture_Areas_Dependent We are farmers Undecided_Likert It deoends on thr laws on how we are going to be taught if we can accept or not Agree_Likert NaN NaN NaN Strongly_Agree_Likert There is always need for cordinatio n Strongly_Disagree_Likert We do not have Agree_Likert NaN Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Undecided_Likert Disagree_Likert The ptoject is not functioning welll Strongly_Disagree_Likert With permision Strongly_Disagree_Likert Unless eith permisio Strongly_Disagree_Likert With permissdio Disagree_Likert The project did not work welll because of the budgets where smsller thsn planned 9/13/2024 7:48:04 PM n.namatama_ioer 12/8/2024 6:41:32 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Word of mouth NaN 24.117576 -17.250966
123 124 a60bc0cc-678d-48f0-923a-36a6f8330c13 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 9:26:17 AM Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Agree_Likert We work togather Strongly_Disagree_Likert We do not work togather Strongly_Agree_Likert There is no problem that we have faced NaN Strongly_Disagree_Likert There is no5hing Strongly_Agree_Likert The old one we know it well thus we need to lrarn the new one Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert There is noth8ng Strongly_Agree_Likert The new one is not know thus it can be accepted Strongly_Agree_Likert We can read it NaN Care_Nature_Express NaN NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert We al2ays meet qith them Harvesting_Period_Norms,Fishing_Norms NaN NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Undecided_Likert Disagree_Likert Undecided_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals feed on the grass and when the grass is burnt the animals come into the community to disturb Agriculture_Areas_Dependent Thats where we get food Strongly_Agree_Likert We learn them and wellas they bring development Strongly_Agree_Likert We know if the goat is sick then we have to give it medici e Strongly_Agree_Likert When we are taught we accepet them NaN NaN Strongly_Disagree_Likert Thee is nothing Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert I have the knowledge and i uave also goats that i can sell to fund some activities Strongly_Disagree_Likert We do not have authority Strongly_Disagree_Likert No quthority Strongly_Disagree_Likert No authority Strongly_Agree_Likert The project has made me develop finqnacially because i did nog have anything 9/13/2024 7:48:07 PM n.namatama_ioer 12/1/2024 6:54:50 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phone calls NaN 24.114879 -17.237341
124 125 48c087bc-6983-4637-bf44-30db0a80d606 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 9:56:28 AM Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There is lack of coordination because the gaots are eaten by crocodiles and hynas Agree_Likert We can do it Strongly_Agree_Likert The childr3n are able to see the qnimqls because they are i creasing in numbers Central_Government_Conflict Strongly_Agree_Likert There is always dvice not to kill small fish and ani als for breeding purpiss Strongly_Agree_Likert Iy is because it qdds on the already existing knowledge Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Thry are the same Strongly_Agree_Likert It is a laws thus i have to follow it Agree_Likert If i can manage then it means i can do it Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Agree_Likert Do not accept visistirs anyhow Strongly_Agree_Likert They WDC always transmit us yo the DC Harvesting_Period_Norms,Hunting_Norms NaN NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Not considered Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Strongly_Disagree_Likert We have our livelihoods Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It burns the destroys the habitat of the animals Agriculture_Areas_Dependent We are more into farming Strongly_Agree_Likert NaN Agree_Likert NaN Agree_Likert NaN Strongly_Disagree_Likert Thre is no trust among the people in termw of distributing inputs Strongly_Disagree_Likert Not available Agree_Likert NaN Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert We can find money Strongly_Disagree_Likert There are dangerous 5hings in the park Strongly_Disagree_Likert You can be jailed Strongly_Disagree_Likert Ptoject3d by gov3rnment Strongly_Agree_Likert It is fine and it is evening helping and i have already passed on the goats 9/13/2024 7:48:13 PM n.namatama_ioer 12/1/2024 6:55:07 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth NaN 24.115578 -17.237861
125 126 5cc28b96-2cb8-4061-8b76-74ab35873ceb NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 10:48:11 AM Kalobolelwa ward NaN Goat NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Agree_Likert Thee are no people that diatroy the environment Strongly_Agree_Likert We want to protect the animals in the forest Strongly_Agree_Likert The environwmbt is protected well NaN Disagree_Likert There is nothing Strongly_Agree_Likert We woulf like t9 have new knowledeg Strongly_Disagree_Likert Thee is nothing Undecided_Likert No idae Strongly_Agree_Likert We would like to know the new laws on how to manage the environment Strongly_Agree_Likert So that we cwn k ow more NaN Care_Nature_Express NaN NaN Undecided_Likert I do not know Undecided_Likert I do no5 know Burning_Bush_Norms,Harvesting_Period_Norms Agree_Likert NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert If we find someone to assist us we can change Strongly_Disagree_Likert Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Wood_Extraction Cutting down trees comes with it strong wind Agriculture_Areas_Dependent We are farmers Strongly_Agree_Likert Do that the enviripont is protected inorder to have rainfalll Strongly_Disagree_Likert We do not know Strongly_Agree_Likert So that we know new things Strongly_Agree_Likert We have experience it Strongly_Disagree_Likert There is nothing Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Television_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert I do not have Strongly_Disagree_Likert They are proted Strongly_Disagree_Likert They are protectec Strongly_Disagree_Likert They are protected Strongly_Agree_Likert I have just r3ceived five goats thus am yetbto pass on the five goats 9/13/2024 7:48:21 PM n.namatama_ioer 12/1/2024 6:55:27 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 24.111962 -17.239375
126 127 175c5a2c-31c7-4199-96f6-6aed7c545b13 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 11:19:39 AM Kalobolelwa ward NaN Goat NaN SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Agree_Likert In the river that is where the goats drink water and without water they would die Agree_Likert Throught not distroying the enviroenment Strongly_Agree_Likert They preevent deforestation Central_Government_Conflict Agree_Likert The traditional authority Strongly_Agree_Likert As long as it is taught ti 7s we will, acceot it Strongly_Agree_Likert We have senetisation from goverenment exetensions Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert We would like to see new laws if it is good or not Strongly_Agree_Likert NaN Animal_Rearing_About Care_Nature_Express Agree_Likert NaN Undecided_Likert NaN Strongly_Agree_Likert The views are taken into condideration Harvesting_Period_Norms Agree_Likert NaN Undecided_Likert NaN Undecided_Likert Undecided_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Am not sure of the future thus i cannaot change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Undecided_Likert NaN NaN Agriculture_Areas_Dependent Thats where food comes from Strongly_Agree_Likert So that the environment can be protected Undecided_Likert I do noy know Strongly_Agree_Likert Iy they are fine we can follow them Agree_Likert It has increased a bit Strongly_Disagree_Likert We do not Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert WithinOurselves_GetKnowledge Disagree_Likert Strongly_Disagree_Likert I donot have Undecided_Likert I do no5 have knowledge Undecided_Likert I do not have knowledg3 Undecided_Likert I ro not have knowledge Strongly_Disagree_Likert There is nothing i have seen 9/13/2024 7:48:28 PM n.namatama_ioer 11/30/2024 12:15:53 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Meetings NaN 24.125615 -17.249094
127 128 e5642556-1a68-4291-8005-7c7696d1a700 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/10/2024 1:05:13 PM Kalobolelwa ward Ituse garde ing NaN Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Agree_Likert We have been sensitised on climate change Undecided_Likert There are hanges that are being done us people there is notihng we can do Strongly_Agree_Likert Tnats where we report the actovite thus they are going on well Central_Government_Conflict Strongly_Agree_Likert Thefe are organisations su h as wwf that are helping to make fire break as wells as an otganisation such as MASINA Strongly_Agree_Likert We can can accept there is now working tohather of forest and com u ity Strongly_Disagree_Likert NaN Strongly_Disagree_Likert Thre is nothing Agree_Likert As long it help the community we accept it otherwise not Strongly_Agree_Likert I acan do it Farming_About Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert Ghere is nothing Strongly_Disagree_Likert Tyere is no feedback Harvesting_Period_Norms,Pastoralism_Norms Undecided_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert It is a challenge Undecided_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Other NaN Agriculture_Areas_Dependent We are farmers Undecided_Likert I do not know them Agree_Likert But we have challenges Agree_Likert It is is fine we can accept but it bring oroblems in futute we disobey it Strongly_Agree_Likert We make reports to the p3ople who are in our commu itites Strongly_Disagree_Likert Tjre are no coll3ges Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Undecided_Likert Strongly_Agree_Likert We normmay sit down and make a project Strongly_Disagree_Likert Unless with lisence Strongly_Disagree_Likert With permit Strongly_Disagree_Likert With permit Strongly_Agree_Likert It helps to those that are co mited and not the lqzy ones 9/13/2024 7:48:30 PM n.namatama_ioer 12/1/2024 8:35:31 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN Cutting down trees for sale NaN Through meetings NaN 24.076038 -17.193000
128 129 6e3a7f24-ef57-4ee7-b695-c8704f7ef184 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/11/2024 12:05:20 PM Mwanambuyu ward Lituye piggery project Giggery rearing NaN SCReBS_WESTERN yes 10to20People_Many Strongly_Agree_Likert If the environmwnt is not taken care off the climate change would be very accute in the area and there would be less food Agree_Likert We can replant the trees and we are going to be the first people to leave the shores of the zambezi to prevent it from becomming shallow Agree_Likert The forest department is giving lisences to cut trees and children of today do not know the forest cut line but there need to improve Central_Government_Conflict Strongly_Disagree_Likert There is nothing but there is need to have lessons for that. Strongly_Agree_Likert The new nkowledge can help us protect th e animqls to the fugure generagion Disagree_Likert The traini g was fo ued on domestocaed animals Strongly_Agree_Likert They are the same Agree_Likert Some old laws are strict qnd some are softer and new laws maybe more o conservation. Strongly_Agree_Likert After we hqve been taught we can explin to people to preserve the natural sources. Animal_Rearing_About NaN NaN NaN Strongly_Agree_Likert There are places called ""Mwanabinyi and Imatongo"" the area is preserved in the sanse that you cannot kill a bird or cut down a tree Agree_Likert They only come when an animal is killed or a person is killed but other things like when a wild animal has damed crops they do not come NaN NaN NaN Strongly_Disagree_Likert There is nothing Agree_Likert Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Agree_Likert Strongly_Disagree_Likert The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Land_Agriculture Thats is where our food comes from Wetlands_Dependent Thats were we have our animals graze Strongly_Agree_Likert It is because the natural resources qre depleted Agree_Likert NaN Agree_Likert NaN Agree_Likert There is a mixture of departments that network when doing the qctivities Strongly_Disagree_Likert There is nothing Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert We had shatred about three pigs to each that they can use to raise some money Strongly_Disagree_Likert They are proted Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert They are proted Agree_Likert After we were weaned from PPCR it was difficjlt to to feed the piggs 9/13/2024 7:48:34 PM n.namatama_ioer 12/1/2024 8:07:26 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Throught meetings NaN 23.308639 -15.933017
129 130 573208b1-3120-4dda-99b9-48caaaa60f08 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/11/2024 1:39:00 PM Mwanambuyu ward Tamahano Piggary Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Disagree_Likert people prefer to work individually than as a group Agree_Likert We can do it because we consider them as ours Strongly_Disagree_Likert The animals are are moving around aimlessly and they crodiles and hippos are k8lling people Traditional_Authority_Conflict Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert It people people are sufffreing and the wild animals are distroying the food crops of people Agree_Likert There was a student from germany Nilletine Jorge who taught us how go take care of the forests Disagree_Likert The goverenment would want to acquire land from the traditional authority which is against the traditions Strongly_Agree_Likert It is because the forsest are extensiveky cut diwn Strongly_Agree_Likert The natural used to empower the local commu ity but today they are many and cannot benet the community but distroying the fields of people Animal_Rearing_About Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert The BRE does not any any power on the conservation of the natural resources these day but it is the govere ment Agree_Likert There are no steps taken to prevent the distruction xo to the commu itu in the village Hunting_Norms Agree_Likert NaN Agree_Likert The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing Agree_Likert Strongly_Disagree_Likert It is because the project does not come through BRE Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 7to8Years_Long Disagree_Likert Agree_Likert Strongly_Disagree_Likert It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Cutting down trees to make garden""matema"" meaning the trees will not be replaced. Wetlands_Dependent When the floods go they leave moisture thats helps people grow their crops Strongly_Agree_Likert Becquse that had happed in the previous years distroyed the forest and the natural resources thus hopping the new innovation can reverse it Strongly_Agree_Likert There clear reposibilities of who does what on each parti ula day Strongly_Agree_Likert Beacuse we know that the government will, support Agree_Likert When the institutions work in lose collaboration with the people development would be seen unlike in isolation Strongly_Disagree_Likert We have never had such kind of education and if had that chance we ould learn more and do well Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert If we are able to agreement among outselves we can improve the project Strongly_Agree_Likert We had a game park in our area but it has been distroyed Strongly_Disagree_Likert It is government protecyed Strongly_Disagree_Likert They are projected by the can be marketed through toufism Disagree_Likert The time the PPCR left we had not yet matired hence the struggle in mataining the project 9/13/2024 7:48:45 PM n.namatama_ioer 12/8/2024 5:21:42 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through letters and phones NaN 23.309543 -15.935476
130 131 dc1c7c0d-a959-4c3f-aa09-d5a9b6e5e86b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/11/2024 2:37:11 PM Mwanambuyu ward Luswalane piggery Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Agree_Likert We do not involve ourselves in distroying the environment Strongly_Agree_Likert We have ome up with fish pinds to prevent people from distroying the fish in the zambezi river Disagree_Likert They are working well but the animal are attacking people like crodiles are eating people and hippos are eating crops for animals Traditional_Authority_Conflict Agree_Likert There are some organisations that were teaching people to protect the evironemnt Strongly_Agree_Likert They need especially this this when the environment is distripoyed Strongly_Agree_Likert At seral poi ts in time Strongly_Disagree_Likert At the monet they are tje same but long ago it was diffrent from the government Strongly_Agree_Likert So as to improve the livelihood of people Strongly_Agree_Likert NaN Animal_Rearing_About Care_Nature_Express Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They alwayas handle our problems Harvesting_Period_Norms,Pastoralism_Norms Agree_Likert NaN Strongly_Disagree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert They are not part of the project NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Fire burns everything in terms of life Agriculture_Areas_Dependent Thats where we grow our food crops Strongly_Agree_Likert They try to protect the environement Agree_Likert NaN Agree_Likert NaN Strongly_Agree_Likert There is always constant supervison on what we are doing Strongly_Disagree_Likert There is nothing Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We are able but with chaleged to hunger siguation that we have at the moment Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert Thry are protected Strongly_Agree_Likert We are following the agreement and thats the reason the project is going o well 9/13/2024 7:48:47 PM n.namatama_ioer 12/8/2024 6:13:29 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Throught meetings and word of mouth NaN 23.308610 -15.933039
131 132 c7722ead-757f-47a3-ad95-edfbd65fcc5b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/12/2024 6:13:01 AM Mwanambuyu ward Swalapilu gardening Gardening Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Agree_Likert There are no peo0el that are disturbing tge natural resources Disagree_Likert We do not yave tge capacity to take care of the animals Strongly_Agree_Likert Prople are not killing tge animals anyhow and people are given a period of when to harvets fish Central_Government_Conflict Undecided_Likert I do not know Strongly_Agree_Likert The animals are going intonextinct thus new knowledge can help preserve them Strongly_Disagree_Likert I have not had any Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert There are differebces in time periods on how to manage natural resources due to clumate change Strongly_Agree_Likert I am able to read and understand Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Agree_Likert Tgere are old stories in a certain area of ""Mazumangal"" where you cannot kill birds or cut down trees Strongly_Agree_Likert They normallybrewpond to us Pastoralism_Norms,Harvesting_Period_Norms Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 7to8Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert The person leading a better life he cannot change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Undecided_Likert Uncontrolled_Fires The fire destroys the grazing grass for the animals Wetlands_Dependent In the wetlands is where we cultivate rice as well as get water for watering the gardens Strongly_Agree_Likert The laws are old and the clumate is changung from time to time Strongly_Agree_Likert Every uas specific roles Strongly_Agree_Likert So tyat we can have help from them Strongly_Agree_Likert We see how theey are helping us inndifferent forms such as seeds and advise Strongly_Disagree_Likert We do not Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert I had already stratedvthe gaedening by myself even when thr project was coming Strongly_Disagree_Likert I do not have permisi9n Strongly_Disagree_Likert I do not have pernissi pon Strongly_Disagree_Likert I do not have pernission Strongly_Agree_Likert Before we never had a carnal and we were taught how to farm and grow crops 9/13/2024 7:48:53 PM n.namatama_ioer 12/1/2024 8:08:06 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones NaN 23.304139 -15.920954
132 133 cfdd0d9c-5d2e-481a-b89e-3b1df6dbef8a NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/12/2024 9:14:31 AM Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert Some peopel do not want tontakr care of the natural resources sustainably NaN NaN Strongly_Agree_Likert We have to take of them so that climate change can be reduced Traditional_Authority_Conflict Strongly_Disagree_Likert There is noth8ng Strongly_Agree_Likert The new knowledeg we can learn sone thing that can help us in future Strongly_Agree_Likert The officers from the goverenment have been teaching us on how to protect the wetlands qnd forest Strongly_Disagree_Likert They are the same Strongly_Agree_Likert So that i can learj new things and knowledge Strongly_Agree_Likert So that i can learn something that can help me Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert We always take report and they are respended to Harvesting_Period_Norms,Pastoralism_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If we have the knowledge to use thing that have been given to us by the government and live a good life Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires People are always burning the bush without any control Agriculture_Areas_Dependent That is were we get food for eating Strongly_Agree_Likert The can help prevent from distroying the environment or the natural rdsources Agree_Likert NaN Strongly_Agree_Likert So that our livelihood can improve Strongly_Agree_Likert They always vist us to teach us how to protect the environwmnt Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert When we take care of the goats we can get profit and be able to care care of ourselves Strongly_Disagree_Likert I cannot manage to go there Strongly_Disagree_Likert The goverenmebt does npt allwow Strongly_Disagree_Likert They belong to the govrnmen Strongly_Agree_Likert From the timde i was given i have bought a lot of things that have helped me. I had passed on my gats in 2016 9/13/2024 7:49:01 PM n.namatama_ioer 12/1/2024 8:08:15 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones NaN 23.324829 -15.895156
133 134 568b49e9-7a21-4bde-87b4-09bf6d8bffaa NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/12/2024 10:15:22 AM Mwanambuyu ward Kwitingile gardenning Gardening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Agree_Likert When we made p,ans to work everyone was compling Strongly_Agree_Likert When the forest is not distroyed it means that we will have a lot of rainfall Strongly_Agree_Likert They always diallow people to ug down the tres Central_Government_Conflict Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Becquse we are learnjng new things Strongly_Disagree_Likert Not yet Agree_Likert They are the same Strongly_Agree_Likert Because we do not have knowledge in some of the things Strongly_Agree_Likert I can do it Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothkng Undecided_Likert NaN Burning_Bush_Norms,Hunting_Norms NaN NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not NaN Strongly_Disagree_Likert Material_Connection NaN 7to8Years_Long Agree_Likert Agree_Likert Agree_Likert If there is a law that ask us to change we can do it Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys all life Agriculture_Areas_Dependent Thats were we grow crops Strongly_Agree_Likert It brings development in our area Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Disagree_Likert The commitees has disintergrated Strongly_Disagree_Likert Nothing Strongly_Agree_Likert NaN Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Agree_Likert If we can manage we can do it Strongly_Disagree_Likert They belong to the government Strongly_Disagree_Likert They belong to the governmnet Strongly_Disagree_Likert They belong ot the governmet Agree_Likert It is fine but the peiple have droped out of the project 9/13/2024 7:49:03 PM n.namatama_ioer 12/1/2024 8:08:27 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth NaN 23.316783 -15.903896
134 135 97d2c56d-4292-493e-9df4-96a0ff73025b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/12/2024 10:52:23 AM Mwanambuyu ward Mandiyanje Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Agree_Likert There are no people that distroy the natural resourcrs Agree_Likert We know that the wild qnimals need to be protected qs well as the bank of zambezi do not have to be disturbed Strongly_Agree_Likert They always tell us what is forbiden and 2het to be dkne Central_Government_Conflict Strongly_Agree_Likert It is only tje traditional leadership Strongly_Agree_Likert Because the times are changing xue to climate change Strongly_Disagree_Likert There nothing Strongly_Disagree_Likert They are the dame Strongly_Agree_Likert The current laws might not lewd to sustainqble mangemet of natireal resources but the new might do so Strongly_Agree_Likert Because of the clinate new know can also help to inteprete Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Undecided_Likert I have never take any Gathering_Norms,Harvesting_Period_Norms,Burning_Bush_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Agree_Likert Agree_Likert Agree_Likert As long as I have help from somewhere Strongly_Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Fire burns the whole area Agriculture_Areas_Dependent Thats were we get food Strongly_Agree_Likert They help reduce or protect the natural resources Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert They always come to advise and we do what they tell us Strongly_Disagree_Likert They do not come to us Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert We do not have money Strongly_Disagree_Likert It is prohoboted by the government Strongly_Disagree_Likert It is prohibited by the government Strongly_Disagree_Likert It is prohibited by the govrnmen Strongly_Agree_Likert Thr agreement was followed and it helped uplift lour livelihood 9/13/2024 7:49:07 PM n.namatama_ioer 12/1/2024 8:08:42 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones calls and world of mouth NaN 23.314267 -15.905701
135 136 abc544ef-af69-4698-bbc2-acba2bcb2675 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes no yes 9/12/2024 11:50:43 AM Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Agree_Likert We always contact the people responsible when we see mismanagement Strongly_Agree_Likert We cqn make a plan Disagree_Likert It is not done properly with regards to grass that are burnt anyhow or cutting grass before it is reqdy for usr Central_Government_Conflict Strongly_Agree_Likert From the headman Strongly_Agree_Likert We an accept it if even we do not know it in full Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert They are the same Strongly_Agree_Likert Maybe the new laws can help us in protecteing the natufal resources Strongly_Agree_Likert Maybe they can help in presrevation of natural resources Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They are acceoted Pastoralism_Norms,Harvesting_Period_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert It is easier after a long time or process Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Burning kills at lot of things and biodiversity Agriculture_Areas_Dependent Thats where our food crops come from Strongly_Agree_Likert So that the nagural resources can be protected Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert From time to time the visit us Strongly_Disagree_Likert We do not go to them Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert They are protectd Strongly_Agree_Likert They agreemeng of pass on we complied with it as qell as others 9/13/2024 7:49:13 PM n.namatama_ioer 12/1/2024 8:08:58 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phone calls NaN 23.311682 -15.904891
136 137 ef5ac853-6b1c-4e48-ad72-f4dc4693b8d4 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes no 9/12/2024 12:47:29 PM Mwanambuyu ward NaN Goat reatpring Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Agree_Likert They are protected Strongly_Agree_Likert Yes we are able to do that Strongly_Agree_Likert They are are always taking of the anatural resources Traditional_Authority_Conflict Strongly_Agree_Likert There is are local insgitutions that look after forest such as village resources Strongly_Agree_Likert We follow how to work with the morden way of doing things Strongly_Disagree_Likert I jave not receieved it is only those in such insitutions such village groups Strongly_Disagree_Likert They are the same Undecided_Likert Unless i know the laws Strongly_Agree_Likert We are able as long as we are taught Nature_Protection_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert They do not happen Strongly_Agree_Likert There is always feedback from the reports Pastoralism_Norms,Harvesting_Period_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Am at an old age thus i cannot change my livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees cut are a lot thus it distructs a lot Agriculture_Areas_Dependent Thats where food crops comes from Strongly_Agree_Likert They can help us in cergain ways to protect the nqtufak resources NaN NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert There is an increase to many meetings Strongly_Disagree_Likert There is nothong Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert Yes i can mange becquse at the monet i have seven goats Strongly_Disagree_Likert I can get jailed Strongly_Disagree_Likert I can get jailed Strongly_Disagree_Likert I can get jailed Strongly_Agree_Likert Becquse some poeple are geting from from it 9/13/2024 7:49:20 PM n.namatama_ioer 12/8/2024 7:36:30 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth NaN 23.305993 -15.906635
137 138 e81638c9-14a1-456d-a383-3bd920fd1b5e NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/12/2024 1:36:04 PM Mwanambuyu ward Sopu Siwa project Cassava 4to8Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Agree_Likert The crops we grow helps us finacially not to go and distroy the natural resourses Strongly_Agree_Likert We are not into distroying the natufal rdsources but we onlh take care of the domestic animals Strongly_Agree_Likert The people who distfy the natural resources are brought before the laws by the institutikns Traditional_Authority_Conflict Strongly_Agree_Likert There is a neighbourhood watch that asust in giving advise as well as protection Strongly_Agree_Likert If we are taught we can accept Strongly_Disagree_Likert There is nothing Undecided_Likert I do not know the laws Strongly_Agree_Likert When we are taught Strongly_Agree_Likert NaN Nature_Protection_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert NaN Strongly_Agree_Likert When we asked for the curreng prot it was accepted then if we ask other things the can also accept Harvesting_Period_Norms,Pastoralism_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not because we only follow the teachings Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as we have what to use to change them Strongly_Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are cut, they do not grow again Agriculture_Areas_Dependent Thats where we get our food crops Strongly_Agree_Likert So that it can bring different libelihood Agree_Likert NaN Agree_Likert NaN Strongly_Agree_Likert They are working hard Strongly_Disagree_Likert We do not Strongly_Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert We corddinate ourselves we can manage Strongly_Disagree_Likert They are procted Strongly_Disagree_Likert Theyvare protected Strongly_Disagree_Likert They are protected Strongly_Agree_Likert We are following the agreement and we are progressing forward 9/13/2024 7:49:22 PM n.namatama_ioer 12/8/2024 7:38:15 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through word of mouth NaN 23.305384 -15.905509
138 139 45bca456-2c20-44bb-a32e-508fc0fae4d2 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/12/2024 2:21:40 PM Mwanambuyu ward Mundimunene Piggery Piggery NotApplicable_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Agree_Likert The forsests give us fresh air as well as prevent climate change Strongly_Agree_Likert They tourism can bring income thst can befit us as a community Strongly_Agree_Likert They naturepal resources are proted from damage Traditional_Authority_Conflict Strongly_Agree_Likert There is a groupnat the village tgat had been trained Strongly_Agree_Likert As longbas it is betetr then the previuso one or we can add itnto the previuos one Disagree_Likert It was just sentisatikn meetings Strongly_Disagree_Likert They are the same Strongly_Agree_Likert Because they bring developenet Strongly_Agree_Likert I know howntomdo it Nature_Protection_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They are things that help us NaN NaN NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert The cultural aspects are not included Source_Income_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert I have limited responsibility thus it is easy to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The cutting down tree brings drought Agriculture_Areas_Dependent Thats where we get food crops Strongly_Agree_Likert They help to improve our livelihood Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert The things that we are doing are coming fromthem Strongly_Disagree_Likert Tgere is nothing Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert It is an activity that i have done Strongly_Disagree_Likert The law sdoes not allow me Strongly_Disagree_Likert The laws does not allow me Strongly_Disagree_Likert The laws does not allow me Strongly_Agree_Likert Thats where we are getting somemform of uncome we are using currently 9/13/2024 7:49:28 PM n.namatama_ioer 12/8/2024 7:46:32 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phone calls NaN 23.304117 -15.896953
139 140 40bd6bd1-feaa-4a73-bc8f-52d21c9410b7 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/13/2024 10:06:53 AM Yeta ward Kolo Goat rearing Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Agree_Likert We are to seeing the effects of climate change thus it make us collaborate Agree_Likert We can try to make a plan even though the some game parks are far away Strongly_Agree_Likert They are qorming very well Central_Government_Conflict Strongly_Agree_Likert The traditional authority Agree_Likert We ahve to be learning the new things that are coming Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert The laws are the same Agree_Likert When we learn them Agree_Likert We are always gaught Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They acvept them because they k ow that we hqve to protect the natutal resourcrs Harvesting_Period_Norms,Gathering_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert The cultural aspects are not included Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert I just have to continue trying Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees had been cut in our area and possing a treat of strong winds Agriculture_Areas_Dependent We are farmers of rice Strongly_Agree_Likert They are prot3cting the environemnt Strongly_Agree_Likert NaN Strongly_Agree_Likert We are following what the governemnt intends to do Strongly_Agree_Likert We cannot do anything without the governemnt Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Agree_Likert We have a sabing group from it i cqn get money at the end of th3 sqbing period Strongly_Disagree_Likert Am not allowe d ti got tywre Strongly_Disagree_Likert Am not allo2ed Strongly_Disagree_Likert Am not allowed Strongly_Agree_Likert It wqs fine it is juwg the diffwrent understanding to diffreng people 9/13/2024 7:49:31 PM n.namatama_ioer 12/8/2024 7:38:37 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phones NaN 23.201133 -15.378800
140 141 7c0e3341-6c8d-415f-8642-c7b5470118ec NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/13/2024 10:56:45 AM Yeta ward Kutiya goat Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Agree_Likert We are always talking the same things when we are discussing Strongly_Agree_Likert When we are doing something we have to sit down and plan ghe way forward Strongly_Agree_Likert We are able to see what they are doing through protection of the natural rdsources and one disturbs them Traditional_Authority_Conflict Strongly_Agree_Likert The chief can do it Agree_Likert As long as it leads to protection of the envjronment we can accept Strongly_Disagree_Likert There is norhing Strongly_Disagree_Likert They are the same Agree_Likert As long as the py are good laws thag protect the natufal resource Strongly_Agree_Likert So that i an get more knowledge Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert I have not herad of anything Strongly_Agree_Likert They always accept my views whene i take them Harvesting_Period_Norms,Pastoralism_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert This period is of climate change that calls for different way of doing things Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction When it rains the water just flows due to lack of trees to block them Agriculture_Areas_Dependent That were we get our food crops Strongly_Agree_Likert So that we an lead a new life NaN NaN Strongly_Agree_Likert The government might hqve a better way to look it Strongly_Agree_Likert We are always shering new knowledge witb them Strongly_Disagree_Likert We do not have the knowkedge of sharing the i fomation or ideas Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert We do not have money Strongly_Disagree_Likert I do not have the rights Strongly_Disagree_Likert I do nog have the rights Strongly_Disagree_Likert I donot have the rights Strongly_Agree_Likert It has help us in our livelihoods 9/13/2024 7:49:34 PM n.namatama_ioer 12/1/2024 7:00:01 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones NaN 23.205767 -15.378893
141 142 5a11e011-0e70-49e2-bb7c-1e74160a1981 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/13/2024 11:34:18 AM Yeta ward Yeta Fibre Project Making Fibre from the roots of trees with disturbing the trees Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Agree_Likert We are able to convince people to stop doing things that distroys the environment through encouraging them to join our project Strongly_Agree_Likert If give a good example as a grouo the commu ity might emulate and in the ned the protection of the natufal resoutprces Disagree_Likert The WDC is doing a lot of work without finackql support the governmentbinstirutions Traditional_Authority_Conflict Strongly_Agree_Likert The traditional leadership Strongly_Agree_Likert Zince we are now living in a world of technology Strongly_Agree_Likert From WWF about 2 years agoo Strongly_Disagree_Likert Thrybare the same Strongly_Agree_Likert Wecare ready for the new kaws Strongly_Agree_Likert I use the information to sentise the people on what is going to take place Animal_Rearing_About Care_Nature_Express Strongly_Agree_Likert NaN Disagree_Likert There is a committe at the BRE but it iw not doing 3it work Strongly_Disagree_Likert There is noting Harvesting_Period_Norms,Pastoralism_Norms Agree_Likert NaN Strongly_Disagree_Likert NaN Agree_Likert Agree_Likert We included the induna Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert If am empowered, it is easy Strongly_Agree_Likert Strongly_Disagree_Likert NaN Undecided_Likert Agree_Likert Wood_Extraction It can lead to climate due lack of trees Wetlands_Dependent We cultivate in the flood plains were we can and that is where animals graze Strongly_Disagree_Likert The government would bring good ghongs always a Strongly_Agree_Likert NaN Strongly_Agree_Likert They are new guidelines then wd have to follow them and they ome from the government Agree_Likert They collabragion is there but not increased and the WDC needes to be finaced so the can pass through the whole community Strongly_Disagree_Likert There is gap between between the commu ity and the universitites. There is need for someone to li k us the universotirs Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Disagree_Likert Strongly_Disagree_Likert We do not have money. At the moement it is not going well due to lack of finacirs Strongly_Disagree_Likert We are not allowed Strongly_Disagree_Likert We are not allowed Strongly_Disagree_Likert Wecare not allowde Agree_Likert The time they phased out we lost technical support and people strated to worlk individully to support their small familoes 9/13/2024 7:49:38 PM n.namatama_ioer 12/8/2024 6:45:49 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN There was an NGO called Mumwa Craft Assocition that is disemination information in the entire district From the Craft Assocition which is based in Mongu 23.206644 -15.379058
142 143 73bb114b-524b-4860-93ff-4135c12c2d23 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/13/2024 1:16:57 PM Yeta ward NaN To give moisture to crops Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Agree_Likert The biochar asist us farmers to have moisture in the soil for the growing of crops and it is made from maize stocks and cobs Agree_Likert There is a way to make make chaorcoal from leaves of trees and as mealie from rice that protect the forest Disagree_Likert There are wild animals that are attacking people as well as killi g domesticted and disstroying food crops Traditional_Authority_Conflict Strongly_Agree_Likert Am a lead famers that teaches peole how to make biochar to crop produ tion in drout resistant areas Agree_Likert We can still keep it but make and addition to it from the new knowledge Agree_Likert We were taught to how to look after the forest Strongly_Disagree_Likert They are the same Strongly_Agree_Likert Due to change of climate thus the need for new laws Strongly_Agree_Likert They can help to protect the natural resources Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They are always accepted Pastoralism_Norms,Harvesting_Period_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert No we do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If you use the knowledge adquately it is easier Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals will not have where to graz thus make them move long distance to find pastures Agriculture_Areas_Dependent Thats where we get food from Strongly_Agree_Likert They bring development and knowledge in our lives Strongly_Agree_Likert NaN Strongly_Agree_Likert Go rnment has seen the need of change and they always reserch Strongly_Agree_Likert It has bright out knowledge on to cope with climate change Strongly_Disagree_Likert I have never thought if that idea i thought it just for us in the villages Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Strongly_Agree_Likert They use cheap products Strongly_Disagree_Likert They are protected Strongly_Disagree_Likert They are protected NaN They are protected Strongly_Agree_Likert They have a lot of projects such as biochar, biogass and othere 9/13/2024 7:49:56 PM n.namatama_ioer 12/1/2024 5:22:14 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN We use phones People in Need 23.202127 -15.384877
143 144 6c692edf-6534-4f66-ae7f-ab66a8715169 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/13/2024 2:36:17 PM Yeta ward Namangu Fibre/Poultry/Mushroom project Making fibre from roots rearing of chicken and growing of mashrooms NotApplicable_Size SCReBS_WESTERN yes 20to30People_Many Strongly_Agree_Likert When we were following what we were taught, we were keeping the thing properly and not distroying them Strongly_Agree_Likert We the knowledge that we have we can do it Disagree_Likert There are instutions that visist the local commu ity to what we are doing while other do not do it Central_Government_Conflict Strongly_Disagree_Likert There is no one Strongly_Agree_Likert Because of the climate change that is affeceting us Agree_Likert We only had a learson for looking after the forest Strongly_Disagree_Likert They are the same Strongly_Agree_Likert Because of the climate change the new laws are welcome to remive us from the current disaster Strongly_Agree_Likert I can only do it for the forest the ogher areas cannot do it Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert The institutions mostlh vist the urban areas than the rural raeas Burning_Bush_Norms,Pastoralism_Norms,Fishing_Norms Strongly_Agree_Likert They an be hanged if the laws is put in place Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert They are not included Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert As long as there is need for me to change as well as climate change Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The rainfall is back up by green vegetation thus when burnt there will be less rainfall Agriculture_Areas_Dependent We are farmers Strongly_Agree_Likert Due to climate change we can accept as long as they help in increasing fainvall in our areas Strongly_Agree_Likert NaN Strongly_Agree_Likert We are lead by the government thus we can accept it Strongly_Disagree_Likert The forse and oyher natufal are not adquately protected Strongly_Disagree_Likert We do not Strongly_Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Agree_Likert We can but we would want ti be finacially helped Strongly_Disagree_Likert The natural resourcesvare protected by different ministries with varius laws Strongly_Disagree_Likert Diffrent mjnistrirs with diffreng laws Disagree_Likert Different laws and diffrentblaws Strongly_Agree_Likert It was working wel when they use to visit us but now it does not work well 9/13/2024 7:50:03 PM n.namatama_ioer 12/1/2024 5:23:26 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through a phone From Mumwa Craft Association 23.202980 -15.382095
144 145 87532c16-9c52-4692-a2cb-aa63d53c5b02 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/14/2024 6:15:49 AM Yeta ward NaN Biochar NotApplicable_Size PIN_WESTERN no NaN Strongly_Agree_Likert We are taking care of the river banks through the biochar project Strongly_Agree_Likert It is imoirtant to protect the natural environment so we caj do it Agree_Likert They do not work very well to give information to the people Traditional_Authority_Conflict Strongly_Agree_Likert It the traditional authority the gives us adbice Strongly_Agree_Likert We are currently distroying so the currebt knowledge is not that hood thus the new knowledge can help us do it Strongly_Disagree_Likert There has been no training Strongly_Disagree_Likert They are the seme Strongly_Agree_Likert We can accept is like at the moement we have been told to plant trees and we are doing it Strongly_Agree_Likert We an read them and use them Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert They accept the views because they are the ones in the fore front to have the natural resources protecd Pastoralism_Norms,Harvesting_Period_Norms Strongly_Agree_Likert Throuhg the laws Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert We do not include Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert It is easier as long as there is commitment Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires When the trees get burnt, they dry and thats the reason we have less rainfall Agriculture_Areas_Dependent That is where we get our crops from Strongly_Agree_Likert They can help protect the natural resources Strongly_Agree_Likert NaN Strongly_Agree_Likert The government principles they help everyone than individual one Agree_Likert Because most of the things that had been planed are not been done the way the are supposed to be done Strongly_Disagree_Likert We do not but we use receive leessons and also teach other people in our villages how to do it Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Television_Receive,Community_Radio_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Disagree_Likert It needs a lot of money Strongly_Disagree_Likert They belong the government Strongly_Disagree_Likert They belong to the goverenment Strongly_Disagree_Likert They belong to the govrnment Strongly_Agree_Likert They are nelping us give us fertilizer and seeds 10/7/2024 2:12:40 PM n.namatama_ioer 12/8/2024 7:40:45 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN From PIN 23.197971 -15.371911
145 146 0b3b2aad-707c-46c2-ac09-4d38e14e1d3d NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 9/14/2024 7:10:51 AM Yeta ward NaN Biochar NaN PIN_WESTERN no NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 10/7/2024 2:12:43 PM n.namatama_ioer 11/30/2024 12:48:28 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 23.202439 -15.374461
146 147 de6da6cc-c6e1-4114-adf0-14a03a50354d NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/14/2024 7:41:55 AM Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Agree_Likert I was one of the person who used to cut down tree in the forest and am ensuring that the protection is done effective Agree_Likert Prople are difgucult to organise Agree_Likert Some of the institutions we have seen tyem whioe others have never visitedvus but hearvabiut them Local_Authority_Conflict Strongly_Agree_Likert The traditional authority we vist them for advice Agree_Likert We can use both knowledge togather Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Thry are the same Strongly_Agree_Likert So that is make an additional help to what we already have Agree_Likert Some of them yes Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert The traditional are used Strongly_Agree_Likert They accept and some times the DC comesnto visit Harvesting_Period_Norms,Pastoralism_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Agree_Likert Only the indunas that send the representative to learn and they accept the project in the community Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert The person can make a decision through looking back to what he or she has done so as to make corrective measures Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Wood_Extraction They use Chitemene system of just cutting trees for charcoal Agriculture_Areas_Dependent We farmers Strongly_Agree_Likert They help us innprotectbthe envirront due to the background we are commingbfrom Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert There are different projectsvfrom different institutijns Strongly_Agree_Likert There is nithing Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert Other_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert Indonot have money Strongly_Disagree_Likert The laws does not allow Strongly_Disagree_Likert Tge laws does not allow Strongly_Disagree_Likert The laws does nor allow Disagree_Likert They are certain things like inputs like stocks of maize that we do jot recieve 10/7/2024 2:12:44 PM n.namatama_ioer 12/8/2024 7:12:07 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Throught word of mouth From PIN 23.201394 -15.377789
147 148 1dd0393e-d55a-4c1c-8052-8c678c177fd3 NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/14/2024 9:17:50 AM Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Agree_Likert We will contribute to make sure that there is sustainability in management of the natural resources that would help us as well as the nation Strongly_Agree_Likert They plan would help in toursim to be a source of income as well as prevenr climate change Strongly_Agree_Likert All the time they give us knowledge on why we should take care of the nevironment Central_Government_Conflict Agree_Likert It is mostly the agriculrure extensuon officers as well as the trqditional authority Agree_Likert As long as the knowledege is proved to bring development Agree_Likert From ppcr Strongly_Disagree_Likert They are the same Strongly_Agree_Likert As lkng as it leads to protection of the nevironment Strongly_Agree_Likert So that we can protect the environment and share the knowledge with others Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert There is an NGO called ETG are giving improved coo,ing stove and plannting trees Harvesting_Period_Norms,Pastoralism_Norms Disagree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as you are committed Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees that are cut and made into charcoal, the trunks or stems do not grow Agriculture_Areas_Dependent Thats where we get food and money Strongly_Agree_Likert It would help to rebive the thing that have died as wel, as resustating some old projects Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert Evefy time they come to give us knowledgw and help us financially Strongly_Agree_Likert There are students who qlwqys come for reqserch Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert In the saving i belong it can assit as well as i get inputs from pin Strongly_Disagree_Likert It is not allowed by laws Strongly_Disagree_Likert It is not allowed by laws Strongly_Disagree_Likert It is not qllowed by laws Agree_Likert Some time we are told what to do with them consulting as well as the inputs are not adquate 10/7/2024 2:12:47 PM n.namatama_ioer 12/1/2024 5:28:46 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phones and through word mouth NaN 23.176112 -15.387063
148 149 49eec3a2-09ae-42f2-b670-b526478ffd0b NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/14/2024 10:20:09 AM Yeta ward B iochar Gardenning 8to12Lima_Size PIN_WESTERN no NaN Strongly_Agree_Likert After we were taught to make biochar it is the one we are using to plan in the gardens Strongly_Agree_Likert From the project the people are undertsing the importatnce of looking after the fofest Agree_Likert They are not working fullh propberl because those that are making charcaola are atill doing it Central_Government_Conflict Strongly_Agree_Likert There are lead farmesr from PIN and tradktional leaders Strongly_Agree_Likert There is change in the environment where people are cutting down trees that are not eben supoosd to be cut down Strongly_Agree_Likert It was a workshop from PIN and ETG that taughg on protecting the forst Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert The environmeng is getting distroyed Strongly_Agree_Likert The information would disserminated to the pher people NaN Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Agree_Likert They are acceoted but not as exactly as requested Harvesting_Period_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert It is difficult but as long as you follow what you have been taught you can change Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys everything on its ways Agriculture_Areas_Dependent That were our food crops are found Strongly_Agree_Likert Because they bring development nad protetion of the natural environment as well as income Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Strongly_Agree_Likert There is an increase in knowledge in ourselve especiacially the knowledge we did not have Strongly_Disagree_Likert There are people from universities that come to ask on how we cultivate Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive,Community_Radio_Receive Strongly_Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Strongly_Agree_Likert Strongly_Disagree_Likert Unless in a group Strongly_Disagree_Likert They are protect by the governmen Strongly_Disagree_Likert Protected by the government Strongly_Disagree_Likert Proted by the govrernment Agree_Likert At first it was going well because the inputs were more at first than currengly 10/7/2024 2:12:50 PM n.namatama_ioer 12/8/2024 7:13:23 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Through phone and word of mouth NaN 23.173384 -15.389017
149 150 c6b480fe-5961-44c3-b781-bb7d7bb5a1ad NaN NaN NaN NaN NaN NaN NaN NaN NaN yes yes yes 9/14/2024 11:41:21 AM Yeta ward Piggery, fishponds and gardening Fish ponds and piggery and gerdening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Agree_Likert At the moment the project is just going on well Strongly_Agree_Likert Because we are looking after them properly Agree_Likert The insgitutions do not provide us with adquate jnformation Central_Government_Conflict Strongly_Disagree_Likert There is nkthing Strongly_Agree_Likert It is more like a change on how we were keeping to a new way of looming after the natural resources Strongly_Disagree_Likert There is norhing Agree_Likert We always make our own laws Strongly_Agree_Likert Maybe it can lead to protecting the environmeng very well Undecided_Likert NaN Honey_production_About,Farming_About Care_Nature_Express Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Agree_Likert NaN Burning_Bush_Norms Strongly_Agree_Likert NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not do it Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Strongly_Disagree_Likert NaN Strongly_Agree_Likert As long as I have the capacity to do so Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys everything on its path Wetlands_Dependent Thats where we plant maize and rice Strongly_Agree_Likert It bring develop and protection of the environment Strongly_Agree_Likert NaN Agree_Likert NaN Agree_Likert There are still people who are trused and those that are not trust Strongly_Disagree_Likert There is nothing NaN NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Other_Receive Agree_Likert ExtensionServicesFromGovernment_GetKnowledge Agree_Likert Strongly_Agree_Likert We do not have money Strongly_Disagree_Likert Protected by the government Strongly_Disagree_Likert Protected by the goverenment Strongly_Disagree_Likert Protected by the government Agree_Likert In the beg9ng it was gpi g on well but after sometime the project did not go well 10/7/2024 2:12:52 PM n.namatama_ioer 12/8/2024 7:13:47 PM n.namatama_ioer NaN NaN NaN NaN NaN NaN NaN NaN Phones NaN 23.174897 -15.384159
In [171]:
df.shape
Out[171]:
(150, 120)

3. Missing values¶

The Pandas Dataframe is checked for mising values

In [172]:
df.isnull().sum()
Out[172]:
ObjectID                                                                                                                                                                                    0
GlobalID                                                                                                                                                                                    0
Logo_TUDresden                                                                                                                                                                            150
Logo_IOER                                                                                                                                                                                 150
Name of Researcher: Nathan Namatama                                                                                                                                                       150
Email: n.namatama@ioer.de                                                                                                                                                                 150
Logo                                                                                                                                                                                      150
The social survey questionnaire is meant to gather information on three things:                                                                                                           150
•\t How social and ecological systems are managed: This includes understanding how communities and natural environments are governed.                                                     150
•\t How people's livelihood activities change the landscape: This looks at how different livelihoods impact the land, environment as well as the land use land cover change.              150
•\t How nature-based solutions are put into practice: This explores how solutions that use natural processes and resources are implemented to address environmental and social issues.    150
1. Do you agree to take part in the above study?                                                                                                                                            4
2. Do you know that your participation is voluntary and you are free to withdraw anytime?                                                                                                   4
3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form?                                                                                5
5. Date                                                                                                                                                                                     1
6. Ward Name                                                                                                                                                                                2
7. Sub Project Name                                                                                                                                                                        23
8. Type of Livelihood                                                                                                                                                                       4
9. Size (Lima)                                                                                                                                                                             10
12. Name of main project                                                                                                                                                                    1
13. Do you represent other beneficiaries?                                                                                                                                                   2
14. How many beneficiaries do you represent?                                                                                                                                               25
15. Do you think that there is trust/collaboration among the group members in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                    8
16. What reasons can you give for your answer above?                                                                                                                                        8
17. Do you think you would be able to self-organise for management of Forests, Wetlands, National Game Parks and Biodiversity in future?                                                    9
18. What reasons can you give for your answer above?                                                                                                                                       10
19. Do you think the institutional structures for managing Forests, Wetlands, National Game Parks and Biodiversity need to change?                                                          5
20. What reasons can you give for your answer above?                                                                                                                                        8
21. Who resolves a conflicts when it arises as you manage Forests, Wetlands, National Game Parks and Biodiversity?                                                                         11
22. Are there 'Champions' from where you can seek advice or that act as role models for management of Forests, Wetlands, National Game Parks and Biodiversity?                              6
23. What reasons can you give for your answer above?                                                                                                                                        8
24. Do you think you can easily accept new knowledge and discard old knowledge on how to manage Forests, Wetlands, National Game Parks and Biodiversity?                                    9
25. What reasons can you give for your answer above?                                                                                                                                        7
26. Have you received any kind of training on the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                                    7
27. What reasons can you give for your answer above?                                                                                                                                        9
28. Are there national policies that contradicts with the local rules (norms and values) on management of Forests, Wetlands, National Game Parks and Biodiversity?                          6
29. What reasons can you give for your answer above?                                                                                                                                        7
30. Do you think you can easily accept new laws for the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                             10
31. What reasons can you give for your answer above?                                                                                                                                       11
32. Do you have the ability to interpret information from various sources for management of Forests, Wetlands, National Game Parks and Biodiversity?                                       15
33. What reasons can you give for your answer above?                                                                                                                                       20
34. What is your project about?                                                                                                                                                            25
35. What values do you express when managing natural resources such as Forests, Wetlands, National Game Parks and Biodiversity?                                                            19
36. Do you think your values can be changed in regards to managing nature such as Forests, Wetlands, National Game Parks and Biodiversity?                                                 27
37. What reasons can you give for your answer above?                                                                                                                                       74
38. Do you think there are cultural aspects included in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                         14
39. What reasons can you give for your answer above?                                                                                                                                       18
40. Do you think your views and beliefs are valued in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                           14
41. What reasons can you give for your answer above?                                                                                                                                       19
42. What are some of the norms in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                                               23
43. Do you think the above mentioned norms can be changed?                                                                                                                                 29
44. What reasons can you give for your answer above?                                                                                                                                       64
45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?                                                        13
46. What reasons can you give for your answer above?                                                                                                                                       18
47. Do you think some cultural practices can be changed?                                                                                                                                   20
48. Do you consider cultural aspects when formulating the livelihood projects?                                                                                                             16
49. What reasons can you give for your answer above?                                                                                                                                       31
50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?                                                                                     33
51. Do you think there is need to measure indicators when managing landscapes?                                                                                                              8
52. How is your connection to nature like?                                                                                                                                                 13
53. What reasons can you give for your answer above?                                                                                                                                      106
54. How long have you worked on this livelihood project?                                                                                                                                   12
55. Does your livelihood depend on the natural resources for a living?                                                                                                                     10
56. Do you consider changing your livelihood strategy in future?                                                                                                                           11
57. Do you think it is easier to change your livelihood practices?                                                                                                                          9
58. Are you able to give reasons for your answer above in your ability to change your livelihood practices?                                                                                22
59. Have the ecosystem services reduced from the inception of the project in your ward?                                                                                                     7
60. Has the deforestation increased in the ward?                                                                                                                                           12
61. Do you think protected areas are a hindrance to your livelihoods?                                                                                                                      19
62. Are there new livelihood projects that you think of that have never been implemented?                                                                                                  12
63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?                                                                                          10
64. Which livelihood is a major contributor to landscape transformation?                                                                                                                   14
65. What reasons can you give for your answer above?                                                                                                                                       25
66. Which type of landscape do you depend on much for a livelihood?                                                                                                                        13
67. What reasons can you give for your answer above?                                                                                                                                       15
68. Do you easily embrace new innovations especially a combination of social and ecological for Nature Based Solutions?                                                                    13
69. What reasons can you give for your answer above?                                                                                                                                       19
70. Are there clear responsibilities in the effective implementation of Nature Based Solutions in your project?                                                                            20
71. What reasons can you give for your answer above?                                                                                                                                       72
72. Do you think you can change your principles to fit into national policies?                                                                                                             30
73. What reasons can you give for your answer above?                                                                                                                                       82
74. Is there an increase in collaboration among the actors in decision making of the project activities?                                                                                   11
75. What reasons can you give for your answer above?                                                                                                                                       16
76. Do you share your ideas on Nature Based Solutions with Universities, Collages and Training Institutes?                                                                                 11
77. What reasons can you give for your answer above?                                                                                                                                       11
78. Do you think statistical information on weather and climate change (rainfall patterns, temperatures) is important for implementation of Nature Based Solutions?                        23
79. What reasons can you give for your answer above?                                                                                                                                       81
80. Do you collaborate effectively in the sharing of information for decision making?                                                                                                      14
81. Do you think the information assists you in the planning and implementation of NBS?                                                                                                    15
82. Are there networks (associations, groups ….etc) or platforms that help in sharing of ideas and information?                                                                             9
83. Which media do you receive information from?                                                                                                                                           18
84. Do your experiences on the implementation of Nature Based Solutions help in the management of your projects?                                                                           11
85. Where do you get the knowledge on how to implement NBS?                                                                                                                                14
86. Do you think livelihood support (such as small community loans) is important for operationalisation of Nature Based Solutions?                                                         15
87. Are you able to self finance the Nature Based Solutions?                                                                                                                               16
88. What reasons can you give for your answer above?                                                                                                                                       16
89. Do you think you have control over access rights of Forests, Wetlands, National Game Park and Biodiversity natural resources?                                                          13
90. What reasons can you give for your answer above?                                                                                                                                       12
91. Do you think you have harvesting rights of Forests, Wetlands, National Game Park and Biodiversity natural resources?                                                                   13
92. What reasons can you give for your answer above?                                                                                                                                       13
93. Do you think you have marketing products rights of Forests, Wetlands, National Game Park and Biodiversity natural resources?                                                           14
94. What reasons can you give for your answer above?                                                                                                                                       12
95. Do you think the agreements between the local community and the government are adequate for effective implementation of Nature Based Solutions?                                         8
96. What reasons can you give for your answer above?                                                                                                                                        8
CreationDate                                                                                                                                                                                0
Creator                                                                                                                                                                                     0
EditDate                                                                                                                                                                                    0
Editor                                                                                                                                                                                      0
Specify:                                                                                                                                                                                  150
Specify:.1                                                                                                                                                                                120
Specify:.2                                                                                                                                                                                148
Specify:.3                                                                                                                                                                                149
Specify:.4                                                                                                                                                                                146
Specify:.5                                                                                                                                                                                144
Specify:.6                                                                                                                                                                                149
Specify:.7                                                                                                                                                                                150
Specify:.8                                                                                                                                                                                 60
Specify:.9                                                                                                                                                                                126
x                                                                                                                                                                                           0
y                                                                                                                                                                                           0
dtype: int64

3.1 Dropping all the Missing Values¶

In [173]:
df.isnull().sum().sort_values(ascending=False)
Out[173]:
Logo_IOER                                                                                                                                                                                 150
Logo_TUDresden                                                                                                                                                                            150
Email: n.namatama@ioer.de                                                                                                                                                                 150
Name of Researcher: Nathan Namatama                                                                                                                                                       150
Logo                                                                                                                                                                                      150
The social survey questionnaire is meant to gather information on three things:                                                                                                           150
•\t How people's livelihood activities change the landscape: This looks at how different livelihoods impact the land, environment as well as the land use land cover change.              150
•\t How social and ecological systems are managed: This includes understanding how communities and natural environments are governed.                                                     150
•\t How nature-based solutions are put into practice: This explores how solutions that use natural processes and resources are implemented to address environmental and social issues.    150
Specify:                                                                                                                                                                                  150
Specify:.7                                                                                                                                                                                150
Specify:.6                                                                                                                                                                                149
Specify:.3                                                                                                                                                                                149
Specify:.2                                                                                                                                                                                148
Specify:.4                                                                                                                                                                                146
Specify:.5                                                                                                                                                                                144
Specify:.9                                                                                                                                                                                126
Specify:.1                                                                                                                                                                                120
53. What reasons can you give for your answer above?                                                                                                                                      106
73. What reasons can you give for your answer above?                                                                                                                                       82
79. What reasons can you give for your answer above?                                                                                                                                       81
37. What reasons can you give for your answer above?                                                                                                                                       74
71. What reasons can you give for your answer above?                                                                                                                                       72
44. What reasons can you give for your answer above?                                                                                                                                       64
Specify:.8                                                                                                                                                                                 60
50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?                                                                                     33
49. What reasons can you give for your answer above?                                                                                                                                       31
72. Do you think you can change your principles to fit into national policies?                                                                                                             30
43. Do you think the above mentioned norms can be changed?                                                                                                                                 29
36. Do you think your values can be changed in regards to managing nature such as Forests, Wetlands, National Game Parks and Biodiversity?                                                 27
34. What is your project about?                                                                                                                                                            25
14. How many beneficiaries do you represent?                                                                                                                                               25
65. What reasons can you give for your answer above?                                                                                                                                       25
78. Do you think statistical information on weather and climate change (rainfall patterns, temperatures) is important for implementation of Nature Based Solutions?                        23
42. What are some of the norms in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                                               23
7. Sub Project Name                                                                                                                                                                        23
58. Are you able to give reasons for your answer above in your ability to change your livelihood practices?                                                                                22
33. What reasons can you give for your answer above?                                                                                                                                       20
47. Do you think some cultural practices can be changed?                                                                                                                                   20
70. Are there clear responsibilities in the effective implementation of Nature Based Solutions in your project?                                                                            20
41. What reasons can you give for your answer above?                                                                                                                                       19
61. Do you think protected areas are a hindrance to your livelihoods?                                                                                                                      19
69. What reasons can you give for your answer above?                                                                                                                                       19
35. What values do you express when managing natural resources such as Forests, Wetlands, National Game Parks and Biodiversity?                                                            19
83. Which media do you receive information from?                                                                                                                                           18
46. What reasons can you give for your answer above?                                                                                                                                       18
39. What reasons can you give for your answer above?                                                                                                                                       18
88. What reasons can you give for your answer above?                                                                                                                                       16
75. What reasons can you give for your answer above?                                                                                                                                       16
87. Are you able to self finance the Nature Based Solutions?                                                                                                                               16
48. Do you consider cultural aspects when formulating the livelihood projects?                                                                                                             16
32. Do you have the ability to interpret information from various sources for management of Forests, Wetlands, National Game Parks and Biodiversity?                                       15
81. Do you think the information assists you in the planning and implementation of NBS?                                                                                                    15
67. What reasons can you give for your answer above?                                                                                                                                       15
86. Do you think livelihood support (such as small community loans) is important for operationalisation of Nature Based Solutions?                                                         15
38. Do you think there are cultural aspects included in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                         14
93. Do you think you have marketing products rights of Forests, Wetlands, National Game Park and Biodiversity natural resources?                                                           14
85. Where do you get the knowledge on how to implement NBS?                                                                                                                                14
80. Do you collaborate effectively in the sharing of information for decision making?                                                                                                      14
64. Which livelihood is a major contributor to landscape transformation?                                                                                                                   14
40. Do you think your views and beliefs are valued in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                           14
68. Do you easily embrace new innovations especially a combination of social and ecological for Nature Based Solutions?                                                                    13
91. Do you think you have harvesting rights of Forests, Wetlands, National Game Park and Biodiversity natural resources?                                                                   13
89. Do you think you have control over access rights of Forests, Wetlands, National Game Park and Biodiversity natural resources?                                                          13
45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?                                                        13
66. Which type of landscape do you depend on much for a livelihood?                                                                                                                        13
52. How is your connection to nature like?                                                                                                                                                 13
92. What reasons can you give for your answer above?                                                                                                                                       13
94. What reasons can you give for your answer above?                                                                                                                                       12
60. Has the deforestation increased in the ward?                                                                                                                                           12
62. Are there new livelihood projects that you think of that have never been implemented?                                                                                                  12
54. How long have you worked on this livelihood project?                                                                                                                                   12
90. What reasons can you give for your answer above?                                                                                                                                       12
77. What reasons can you give for your answer above?                                                                                                                                       11
21. Who resolves a conflicts when it arises as you manage Forests, Wetlands, National Game Parks and Biodiversity?                                                                         11
31. What reasons can you give for your answer above?                                                                                                                                       11
84. Do your experiences on the implementation of Nature Based Solutions help in the management of your projects?                                                                           11
56. Do you consider changing your livelihood strategy in future?                                                                                                                           11
74. Is there an increase in collaboration among the actors in decision making of the project activities?                                                                                   11
76. Do you share your ideas on Nature Based Solutions with Universities, Collages and Training Institutes?                                                                                 11
18. What reasons can you give for your answer above?                                                                                                                                       10
30. Do you think you can easily accept new laws for the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                             10
55. Does your livelihood depend on the natural resources for a living?                                                                                                                     10
63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?                                                                                          10
9. Size (Lima)                                                                                                                                                                             10
24. Do you think you can easily accept new knowledge and discard old knowledge on how to manage Forests, Wetlands, National Game Parks and Biodiversity?                                    9
17. Do you think you would be able to self-organise for management of Forests, Wetlands, National Game Parks and Biodiversity in future?                                                    9
27. What reasons can you give for your answer above?                                                                                                                                        9
57. Do you think it is easier to change your livelihood practices?                                                                                                                          9
82. Are there networks (associations, groups ….etc) or platforms that help in sharing of ideas and information?                                                                             9
20. What reasons can you give for your answer above?                                                                                                                                        8
23. What reasons can you give for your answer above?                                                                                                                                        8
15. Do you think that there is trust/collaboration among the group members in the management of Forests, Wetlands, National Game Parks and Biodiversity?                                    8
16. What reasons can you give for your answer above?                                                                                                                                        8
96. What reasons can you give for your answer above?                                                                                                                                        8
51. Do you think there is need to measure indicators when managing landscapes?                                                                                                              8
95. Do you think the agreements between the local community and the government are adequate for effective implementation of Nature Based Solutions?                                         8
59. Have the ecosystem services reduced from the inception of the project in your ward?                                                                                                     7
25. What reasons can you give for your answer above?                                                                                                                                        7
29. What reasons can you give for your answer above?                                                                                                                                        7
26. Have you received any kind of training on the management of Forests, Wetlands, National Game Parks and Biodiversity?                                                                    7
22. Are there 'Champions' from where you can seek advice or that act as role models for management of Forests, Wetlands, National Game Parks and Biodiversity?                              6
28. Are there national policies that contradicts with the local rules (norms and values) on management of Forests, Wetlands, National Game Parks and Biodiversity?                          6
3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form?                                                                                5
19. Do you think the institutional structures for managing Forests, Wetlands, National Game Parks and Biodiversity need to change?                                                          5
8. Type of Livelihood                                                                                                                                                                       4
2. Do you know that your participation is voluntary and you are free to withdraw anytime?                                                                                                   4
1. Do you agree to take part in the above study?                                                                                                                                            4
13. Do you represent other beneficiaries?                                                                                                                                                   2
6. Ward Name                                                                                                                                                                                2
5. Date                                                                                                                                                                                     1
12. Name of main project                                                                                                                                                                    1
GlobalID                                                                                                                                                                                    0
ObjectID                                                                                                                                                                                    0
EditDate                                                                                                                                                                                    0
Editor                                                                                                                                                                                      0
CreationDate                                                                                                                                                                                0
Creator                                                                                                                                                                                     0
x                                                                                                                                                                                           0
y                                                                                                                                                                                           0
dtype: int64
In [174]:
#df.dropna(inplace=True)

4. Deleting Columnns¶

There are 120 columns and 85 columns were removed from the pandas dataframe so as to focus on specific columns that have questtions in regards to livelihood and landscape transfromation

In [175]:
df1=df.drop(df.columns[[1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,116,117,118,119]], axis = 1)
In [176]:
df1
Out[176]:
ObjectID 6. Ward Name 7. Sub Project Name 8. Type of Livelihood 9. Size (Lima) 12. Name of main project 13. Do you represent other beneficiaries? 14. How many beneficiaries do you represent? 45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity? 46. What reasons can you give for your answer above? 47. Do you think some cultural practices can be changed? 48. Do you consider cultural aspects when formulating the livelihood projects? 49. What reasons can you give for your answer above? 50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood? 51. Do you think there is need to measure indicators when managing landscapes? 52. How is your connection to nature like? 53. What reasons can you give for your answer above? 54. How long have you worked on this livelihood project? 55. Does your livelihood depend on the natural resources for a living? 56. Do you consider changing your livelihood strategy in future? 57. Do you think it is easier to change your livelihood practices? 58. Are you able to give reasons for your answer above in your ability to change your livelihood practices? 59. Have the ecosystem services reduced from the inception of the project in your ward? 60. Has the deforestation increased in the ward? 61. Do you think protected areas are a hindrance to your livelihoods? 62. Are there new livelihood projects that you think of that have never been implemented? 63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes? 64. Which livelihood is a major contributor to landscape transformation? 65. What reasons can you give for your answer above? 66. Which type of landscape do you depend on much for a livelihood? 67. What reasons can you give for your answer above? Specify:.4 Specify:.5 Specify:.6 Specify:.7
0 1 Isamba ward Isamba coperatives Goat rearing 8to12Lima_Size TRALARD_LNM yes Greaterthan40People_Many Disagree_Likert It has never happed before in his life time Undecided_Likert Strongly_Disagree_Likert There is no cultural history in the area Nature_Protection_Purpose Strongly_Agree_Likert Psychological_Connection,Material_Connection The animals can be used by the future generation as well 3to4Years_Long Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert If the SES are taken care of they can increase in number and bring income Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction The trees have been depleted and it has caused reduced rainfall Agriculture_Areas_Dependent He cultivates a large area of land so that some crops can be sold for a livelihood NaN NaN NaN NaN
1 2 Isamba ward Misenga cooperative multipurpose society Goat rearing, Gardening, Fruit trees Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert There is need to harvest trees when they have fully grown the same applies to biodiversity Strongly_Agree_Likert Strongly_Agree_Likert There is need to have power in what is being formulated so that there is ownership Nature_Protection_Purpose Strongly_Agree_Likert Philosophical_Connection,Psychological_Connection How the animals can be used as an example on how people should lead their life Greaterthan9Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert The SeS can be depleted thus there need to change to agriculture like goat rearing Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Because i have to clear the land for agriculture to plant crops hence the landscape change Wetlands_Dependent The catching of fish is the source of income in this area NaN NaN NaN NaN
2 3 Isamba ward Ninge Cooperative Goat Rearing, Agricuture-cassava Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There are no customary practices that hinder sustainable management Strongly_Disagree_Likert Strongly_Disagree_Likert There are no cultural aspects Nature_Protection_Purpose,Ancestral_Shrines_Purpose Strongly_Agree_Likert Experiential_Connection Through experiments he gains knowledge on the management of forest 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Change is easier because he is the one who has decides to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction There would a reduction in the number of trees hence contributing to climate change Agriculture_Areas_Dependent,Wetlands_Dependent He depends much on agriculture the most than fish because the fish can be depleted NaN NaN NaN NaN
3 4 Isamba ward Twikatene copperatives Goat rearing and Fish farming and garden of vegitable and onnoind Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert There are crop rotations made on the land when cultivating to ensure fertility of soil Strongly_Disagree_Likert Strongly_Agree_Likert At the time of getting the land for the project it comes with regulations Source_Income_Purpose Strongly_Agree_Likert Material_Connection To use some of them for income Greaterthan9Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Because my livelihood would improve Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Because it requires a huge land than the others like making charcoal Agriculture_Areas_Dependent Food is the main source of livelihood thus without it there is no way to earn a living NaN NaN NaN NaN
4 5 Isamba ward Changwena women club Chicken rearing ablnd an orchard Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We only follow what the chiefs and the government say Nature_Protection_Purpose Agree_Likert Philosophical_Connection,Psychological_Connection They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There has been things like climate change affecting us thus the thought to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals Forest_Dependent,Wetlands_Dependent The water is used for gardening and other things Only the protection of nature, the others are not important NaN NaN NaN
5 6 Isamba ward Luchindashi copperative Pig rearing and fish farming gardenning Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Undecided_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Disagree_Likert Psychological_Connection There improvement in the sustainable management of forests 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert If there is new improvement like cooking stove we can change the way of livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture The agriculture activities involve cutting huge land Agriculture_Areas_Dependent That is a source of income as well as food for consumption NaN NaN NaN NaN
6 7 Isamba ward Sandwe Youth miitipurpose society Pigery and garden and fish ponds Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection They are a source of income and for the future generation to see them NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There can be destruction of SES Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains Agriculture_Areas_Dependent The farming helps in sourcing of food NaN NaN NaN NaN
7 8 Isamba ward Lukatashi Pigery and gardening as well as forestry Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert You are allowed to cultivate an area for 3 years before shifting to another area Strongly_Agree_Likert Strongly_Agree_Likert There are rules that along the river banks, the trees do not need to cut down Source_Income_Purpose Strongly_Agree_Likert Material_Connection Source of income 3to4Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert There is need to change from cutting down to other activities Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture There are agriculture activities for food Wetlands_Dependent,Agriculture_Areas_Dependent That is a source of income NaN NaN NaN NaN
8 9 Isamba ward Kansalu coperative Fish farming and chicken rearing Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection It is a source of income 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There is need to change to activities that do not destroy the environment Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction There is no electricity thus a huge demand for energy Agriculture_Areas_Dependent Thats a source of income NaN NaN NaN NaN
9 10 Isamba ward Musaba coperative Chicken rearing and garden, oranges Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Philosophical_Connection They should be kept for future generation to what is there 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert They can be changed through learning Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture It is for agriculture purposes that brings income Agriculture_Areas_Dependent It is a source of livelihood NaN NaN NaN NaN
10 11 Moofwe ward Natumone men and women famers group Fish,pig farming as well as orchard and garden Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is no cultural history within the community except from the governmnet Strongly_Agree_Likert Strongly_Disagree_Likert The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects Source_Income_Purpose,Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Thats were we get income as well as for example cattle we use it for cultivating 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Because everything we use comes from natural resources like tree for building, animals for proteins Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants Agriculture_Areas_Dependent It is where income comes from for a living NaN NaN NaN NaN
11 12 Moofwe ward Natwange start group Chicken and goat rearing Greaterthan16Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush Strongly_Disagree_Likert Strongly_Agree_Likert There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If we had kept well the projects like chicken and goats that would help to not depend on the natural resources Strongly_Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation Agriculture_Areas_Dependent It helps us cultivate cassava and maize, there is not much fishing activity NaN NaN NaN NaN
12 13 Moofwe ward Mi hile community group Fish farming 12to16Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose,Source_Income_Purpose Strongly_Agree_Likert Other_Connection There is need to keep the fish for instance fish in the ponds so that they do not get extinct 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Through the fish ponds of our project Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires They burn down the trees that were about to shoot up Agriculture_Areas_Dependent From farming we obtain food for consumption at household level NaN Taking care of nature without destroying it NaN NaN
13 14 Moofwe ward Tushwesheko group Goat rearing 4to8Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Disagree_Likert There are no cultural norms Strongly_Disagree_Likert Strongly_Disagree_Likert At the moment we follow the laws of the government and not cultural norms Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Because we are the ones who look after them on a daily basis 3to4Years_Long Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Because they can also improve our livelihood in future Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Chitemene system for cultivation leads to deforestation than the others Wetlands_Dependent,Forest_Dependent There comes food for a living NaN NaN NaN NaN
14 15 Moofwe ward Kanyembo forestvmanagemnt Forest Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection It is a source of livelihood 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert As long as I have money for other livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Land_Agriculture It is a source of food for most people in the area Agriculture_Areas_Dependent It is where our food security comes from NaN NaN NaN NaN
15 16 Moofwe ward Natubombeshe group Goat rearing and banana plants Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We want to venture into farming and that the reason why we shifted to the place we are located Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Thats were we get our livelihoods Forest_Dependent The trees bring rainfall in our area as compared to our areas NaN Taking care of nature NaN NaN
16 17 Moofwe ward Koselela community group Koselela community group Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Undecided_Likert We do not know what the norms are Source_Income_Purpose Strongly_Agree_Likert Material_Connection No answer 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert It is a source of income Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Wood_Extraction It is the source of income Agriculture_Areas_Dependent It is the source of income NaN NaN NaN NaN
17 18 Nachikufu ward Mindo Copperatives Piggery and Gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert There is nothing Strongly_Disagree_Likert Strongly_Agree_Likert There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land Nature_Protection_Purpose Strongly_Disagree_Likert Other_Connection For the purpose of future to meet their needs 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Land_Agriculture Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile Agriculture_Areas_Dependent The majority of people cultivate land for livelihood than depending on buying in shops NaN Source of good air, and food products NaN NaN
18 19 Nachikufu ward Fort hares tailing project Gardening and tailering Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There are customary practices that protect the environment like the way ZAWA protects the biodiversity Disagree_Likert Disagree_Likert There is nothing at the moment of having traditional leader doing spritual activities on the projects Source_Income_Purpose Strongly_Disagree_Likert Material_Connection They are a source of income 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert They can assist in having adequate water if trees are not cut as well as future general to see the natural resources Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires Buring can destroy the products or crops that are in the soil Wetlands_Dependent If there is less rainfall it helps us as a source of water NaN NaN NaN NaN
19 20 Nachikufu ward Kaumbe mango tree goat and garfening project Goat rearing abd gardening 4to8Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert He has never heard of that or learnt about it Disagree_Likert Strongly_Disagree_Likert We do not include cultural practices Source_Income_Purpose Strongly_Disagree_Likert Material_Connection The trees help us in bring rainfall 3to4Years_Long NaN Disagree_Likert Disagree_Likert The world is becoming mordenised thus we need to adapt to the current status Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Wood_Extraction The cutting down of treed can change the landscape Agriculture_Areas_Dependent Thats whats is common within our area NaN NaN NaN NaN
20 21 Nachikufu ward NaN Kabundi intergrate livestock project Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is chitemene system which is a customary practice that destroys the environment Strongly_Disagree_Likert Strongly_Disagree_Likert So that the project can move well if the headman is not in the project otherwise if included it might have problems Source_Income_Purpose Strongly_Disagree_Likert Material_Connection Source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert Thats where some of our income comes from Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Wood_Extraction NaN Forest_Dependent They are a source of traditional medicine NaN NaN NaN NaN
21 22 Nachikufu ward Kaloswe community Forest Bee keeping, chickrn rearing and oniion Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Disagree_Likert There are cultural practices to burn the bush at a certain period for harvesting Strongly_Agree_Likert Strongly_Agree_Likert They are not included Nature_Protection_Purpose,Other_Purpose Strongly_Disagree_Likert Material_Connection We harvest at the right time to prevent or to management the natural resources properly 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The cutting down of tress destroys much because there is no regrowth Wetlands_Dependent It provides water for drinking and water is life The fire can burn all the biodiversity that allow the environmental process NaN NaN NaN
22 23 Lulimala ward Chimyaga muchele community forest Faorest, bee keeing and garden Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert The cutting down of trees along the river is not allowed Strongly_Disagree_Likert Strongly_Agree_Likert If there are no customary practices the natural resources can get destroyed Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Through taking care of them 3to4Years_Long NaN Strongly_Agree_Likert Strongly_Agree_Likert We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction For us to have income a huge area of trees has to be cut down Wetlands_Dependent Water is the source of life NaN NaN NaN NaN
23 24 Lulimala ward Limalal primary school( ptoduction unit committr) Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Agree_Likert There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale Undecided_Likert Agree_Likert No answer Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Source of income 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Disagree_Likert It is because we depend on natural resources thus changing is not easy Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert NaN Land_Agriculture There are commercial agriculture activities that clear huge chucks of lands Agriculture_Areas_Dependent It is a source of food crops and income NaN NaN NaN NaN
24 25 Lulimala ward Mibobo communitybforrst Forest and bee keeping Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Agree_Likert Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Undecided_Likert Material_Connection Source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert I do not use natural resources Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture Source of income Agriculture_Areas_Dependent We use them are for cultivation NaN NaN NaN NaN
25 26 Lulimala ward Chaya bee keepimg Bees 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert If there are no cultural practices, the future generations will not know anything Disagree_Likert Agree_Likert If it is not done the product or project will not work well Nature_Protection_Purpose Agree_Likert Material_Connection They bring development such as tourism 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert There natural resources that are protected that cannot be accessed Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture For forming og food crops Forest_Dependent Source of income NaN NaN NaN NaN
26 27 Lulimala ward Choso goat rearing Goats and gardening Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many NaN NaN NaN NaN NaN NaN Agree_Likert Material_Connection For income 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert We use them according to the accepted norms Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture That is the source of income Forest_Dependent We are mostly farmers NaN NaN NaN NaN
27 28 Lulimala ward Bunishi banana goat rearing gardening Goat rearing and gardening 8to12Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert The customary practices promote early burning but some people tend to burn late Strongly_Disagree_Likert Strongly_Agree_Likert We follow the customary practices but people burn late which is not inorder Nature_Protection_Purpose,Other_Purpose Strongly_Agree_Likert Material_Connection The natural resources like trees give shade, medicine and we also get fresh air 3to4Years_Long Strongly_Agree_Likert Agree_Likert Agree_Likert Yes but we normally use natural resources somehow Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture There are people who plant huge areas of land for a livelihood Agriculture_Areas_Dependent Thats is the sources of income for our livelihoods NaN NaN NaN NaN
28 29 Lulimala ward Kambili cooerative Pig rearing and orangrs 12to16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There are no cultural practices Strongly_Disagree_Likert Strongly_Agree_Likert We do it so that our livelihood can improve Source_Income_Purpose Strongly_Agree_Likert Material_Connection Like water is the source of life while trees are source of fresh water 3to4Years_Long Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert We depend on agriculture and not the natural resource like forest Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The animals will not have food as well as the trees would dry Wetlands_Dependent He has a lot of activities that comes from water NaN NaN NaN NaN
29 30 Lulimala ward Production Unit Committee Chunda Ponde Secondary School Tree Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Agree_Likert The unregulated allocation of parcels of land in the forests Strongly_Agree_Likert Strongly_Disagree_Likert They are not available Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN NaN Undecided_Likert Undecided_Likert Undecided_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Land_Agriculture For income and food crops Agriculture_Areas_Dependent For food crops NaN NaN NaN NaN
30 31 Lulimala ward Oroduction unit comkitte chunda ponde primary scjool Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not consider Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Disagree_Likert NaN They are are source of income Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture For farming activities which brings income Agriculture_Areas_Dependent It is where food crops come from NaN NaN NaN NaN
31 32 Lulimala ward Lilimala cooertaives Chicken rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert Ba chipupila"" they have customary practices for protecting the natural resources Strongly_Disagree_Likert Agree_Likert We just follow the historical practices of our forefathers Nature_Protection_Purpose Agree_Likert Material_Connection They are source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert We mostly use goats and pigs in our livelihoods Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture The soil gets degraded and we movebto another portion of land Agriculture_Areas_Dependent Thats is the source of food crops as well as income NaN NaN NaN NaN
32 33 Lulimala ward Chunda ponde buikking centre It is will be stotage of farming products except maize Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many Agree_Likert There are places such as grave yard which are protected from deforestation Strongly_Agree_Likert Strongly_Agree_Likert There cultural practices such as spririal rites done by traditional authority Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert So that the environment is protected and I have some business that I have Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture It is a source of income Wetlands_Dependent,Forest_Dependent The wetlands and trees have the same values in helping us such as source of traditional medicine NaN NaN NaN NaN
33 34 Kalanga ward Miyombe acquaculture cooperative society Fish ponds , gardrning and a poutry is beeing planned 8to12Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Agree_Likert The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection They are a source of income Lessthan2Years_Long Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats Agriculture_Areas_Dependent Thats were we grow our crops for a livelihood NaN NaN NaN NaN
34 35 Kalanga ward NaN Goat rearing 4to8Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection The ZAWA Officers are the ones connected to them because they look after them 5to6Years_Long Undecided_Likert Undecided_Likert Undecided_Likert No answer Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Agree_Likert Wood_Extraction The cutting down of trees destroy or change the landscape because it is for a livelihood Agriculture_Areas_Dependent The livelihood we have is farming as our main stay NaN We do not related NaN NaN
35 36 Kalanga ward Stop the chop women club In future they will plant pine trees and sunflower Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Agree_Likert The land where the natural resources are located are owned by the traditional authority Agree_Likert Agree_Likert A project cannot operate without consulting the traditional authority Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Agree_Likert Agree_Likert They can change slowly due to low performance of the group Agree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees have challenges in growung up if they are burned Forest_Dependent It provides resources for the people in terms of wood NaN NaN NaN NaN
36 37 Kalanga ward SDA Main church Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert There are the livelihoods we engage in such as keeping goats and fish farming Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Wood_Extraction The people who are cutting tree for charcoal destroy them such it is difficult for regeneration Agriculture_Areas_Dependent We obtain food crops that assist us in our livelihood NaN NaN NaN NaN
37 38 Kalanga ward Nursery Tree plwnting Pine trees Lessthan4Lima_Size TRALARD_LNM yes Lessthan10People_Many Agree_Likert Chitemene system destroys the environment Agree_Likert Disagree_Likert We do not do that Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection They are a source of income through tourism Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Land_Agriculture Source of income Wetlands_Dependent Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert NaN NaN NaN NaN
38 39 Kalanga ward Tikokelane saving group Saving or loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert We do not depend on them Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees dry when they are burnt Agriculture_Areas_Dependent It is a source of crops for food NaN NaN NaN NaN
39 40 Kalanga ward Hope saving for change Saving and loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Agree_Likert I have experienced the cultural practices interfering forest management Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Agree_Likert Agree_Likert It would be difficult but after some time it would change gradually Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The fires cause a lot of damage to biodiversity as well as plants Agriculture_Areas_Dependent Thats were we grow crops for our livelihoods NaN NaN NaN NaN
40 41 Kalanga ward Vitumbiko cooerqtives Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Disagree_Likert There is nothing Undecided_Likert Undecided_Likert There is nothing Source_Income_Purpose,Other_Purpose Agree_Likert Material_Connection No answer Lessthan2Years_Long Agree_Likert Strongly_Agree_Likert Agree_Likert NaN Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees get burn reducing regeneration as well as the fertility of the soil Wetlands_Dependent Source of life The tourist bring income in terms of viewing the animals NaN NaN NaN
41 42 Ntonga ward Non Bee hives NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Strongly_Agree_Likert Our old parents taught us to protect the environment so that is more like a customary practice Agree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Disagree_Likert Material_Connection They help us in being a source of food as well as water Lessthan2Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert There is need to change because the world is developing hence to move with it Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The trees get destroyed when they are burnt and it is difficult for them to regenerate Agriculture_Areas_Dependent When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees NaN NaN NaN NaN
42 43 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert We do not do that it as it is unneccesary No_Idea_Purpose Disagree_Likert Other_Connection Where trees are protected it leads to rainfall in the area 7to8Years_Long Disagree_Likert Disagree_Likert Agree_Likert The keeping of goats helps in protecting the environment because the livelihood is depend on them Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting of trees for charcoal prevents regeneration Agriculture_Areas_Dependent Thats where we get food products for our livelihoods NaN Protection of trees NaN NaN
43 44 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Disagree_Likert There is nothing Disagree_Likert Undecided_Likert We do not have Nature_Protection_Purpose Agree_Likert Material_Connection They are a source of livelihood 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert They are a source of income Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land Wetlands_Dependent Water is life NaN NaN NaN NaN
44 45 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no Lessthan10People_Many Disagree_Likert There is nothinhg Disagree_Likert Agree_Likert Sometimes we discuss locally how the animals are going to be looked after Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Agree_Likert So that the government can support us in turn we protect the environment Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The small biodiversity are destroyed by fire Wetlands_Dependent Water is life NaN NaN NaN NaN
45 46 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Disagree_Likert We do not have any traditional practices but it is only the government that guides us on what we should do Undecided_Likert Disagree_Likert We do not have anything Other_Purpose Strongly_Disagree_Likert Material_Connection Somehow but more to protect them 5to6Years_Long Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert I only use domesticated animals Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Burning destroys the trees Wetlands_Dependent Water is life For sources of income through tourism NaN NaN NaN
46 47 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There are rules that are made which are customary practices that should be followed Agree_Likert Agree_Likert We always follow the laws that are taught to us Nature_Protection_Purpose Agree_Likert Material_Connection They help in a lot of things such as the air we breath 5to6Years_Long Disagree_Likert Agree_Likert Agree_Likert If there are people who are teaching you there are new things that you learn Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The fire burns the trees and it leads them to dry Forest_Dependent No answer NaN NaN NaN NaN
47 48 Ntonga ward Muwalule conservation club Piggery rearing and bee keeping 8to12Lima_Size TRALARD_LNM yes Lessthan10People_Many Agree_Likert There are places that they do not allow cutting trees as well as cutting down fruit bearing trees Disagree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Agree_Likert Material_Connection They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying 3to4Years_Long Disagree_Likert Disagree_Likert Agree_Likert Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find Disagree_Likert Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Land_Agriculture The people cutting huge chucks of land for cultivation of crops Agriculture_Areas_Dependent That is where crops and income comes from NaN NaN NaN NaN
48 49 Ntonga ward Nachipuzi woenen club Goat rearingwe 4to8Lima_Size TRALARD_LNM yes 10to20People_Many NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree_Likert Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
49 50 Chitimbwa ward Nkalandu Chicken rearing and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert If there is no protection of the environment the resources can be depleted Disagree_Likert Agree_Likert We can destroy the environment if there are no customary practices Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert If it is the protected resources we can change Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed Agriculture_Areas_Dependent Thats were we get food that we eat NaN NaN NaN NaN
50 51 Chitimbwa ward Kampemba cooerativ Chiecken and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert We do not use them Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture That is the source of livelihood Agriculture_Areas_Dependent Source of livelihood NaN NaN NaN NaN
51 52 Chitimbwa ward Izuka coper Pog rearing 12to16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Undecided_Likert There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Agree_Likert As long as there is help from the government Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture Thats is the source of food crops Wetlands_Dependent Life is water NaN NaN NaN NaN
52 53 Chitimbwa ward Chammwisanza Pigg rearing 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing, the SES are looked after the game park officers or officers mandated to do so Disagree_Likert Disagree_Likert NaN Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert So that that we can do farming Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Wood_Extraction Because people are just cutting the trees anyhow Wetlands_Dependent Water is life for evryone to drink NaN NaN NaN NaN
53 54 Chitimbwa ward Chitimbwa woemenn club Goat rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert There is no cutting of trees anyhow Disagree_Likert Disagree_Likert We do not include Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert The project we have can help us improve our livelihoods Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting of trees for charcoal finishes trees than others Agriculture_Areas_Dependent That were our income and food crops come from NaN NaN NaN NaN
54 55 Chitimbwa ward Mookeleni Coooeeative Piig rearing 4to8Lima_Size TRALARD_LNM yes 20to30People_Many Disagree_Likert There is nothing Disagree_Likert NaN There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Disagree_Likert There are things of just learning more in what we are already doing Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Land_Agriculture NaN Forest_Dependent Where there are trees it rains much as well as the soil is fertile NaN NaN NaN NaN
55 56 Chitimbwa ward Mikango coperrati Pig rearing Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert They teach us to protect the environment through preventing Chitemene system Disagree_Likert Disagree_Likert NaN Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Disagree_Likert Disagree_Likert NaN Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning destroys the fertility of the soil Wetlands_Dependent Water is life NaN NaN NaN NaN
56 57 Makuya ward Kanyamisouv cfmg Forest and behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert We always teach people or community on how to protect the environment NaN Strongly_Agree_Likert They cannot be changed because we would like to have the environment protected for our generation to see them in future Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Thats where we get honey from the bees hive for us to have a lot of money 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN NaN Agriculture_Areas_Dependent Thats were we get foods crops for our survival NaN NaN NaN NaN
57 58 Makuya ward Makuya CFMG Natural and behovees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Agree_Likert Previously people used to cut trees anyhow but now there is change Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Land_Agriculture That the reason we were told to start doing conservation farming which entails farming in the same locality NaN NaN NaN NaN NaN NaN
58 59 Makuya ward Kewundu CFMG Beehavies and trees NotApplicable_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Agree_Likert Agree_Likert We are earning from natural resources so that we can develop Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction Chitemene systems and burning have been disallowed Agriculture_Areas_Dependent Each and every individual depend on agriculture land NaN NaN NaN NaN
59 60 Makuya ward Kimba cfmg Fiorse qnd behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Agree_Likert The cultural aspects are considered because they are within the CFMG NaN Agree_Likert Material_Connection NaN 7to8Years_Long Agree_Likert Disagree_Likert Agree_Likert The change is easier because it is depent on the people and it can be easily changed Agree_Likert Disagree_Likert Agree_Likert NaN Agree_Likert Uncontrolled_Fires,Land_Agriculture It is the main purpose we do for our livelihood Forest_Dependent NaN NaN NaN NaN NaN
60 61 Ntambu ward Chhulu cfmg Trees and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing NaN NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
61 62 Ntambu ward Mpulumpa ward Tress and beehivess Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
62 63 Silunga ward Kayo ge cfmg Forest and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants Wetlands_Dependent Water is life thus if there is no water all the plants will dry NaN NaN NaN NaN
63 64 Makuya ward Kema Behivees, trees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Disagree_Likert The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity NaN NaN NaN Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection NaN 3to4Years_Long Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Land_Agriculture The land cultivated is done on a big land that transforms the landscapes NaN NaN NaN Taking care of the animals NaN NaN
64 65 Makuya ward Kesumpa CFMG Behevies and Tress Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Agree_Likert They normally give rules on how to protect the environment NaN NaN NaN NaN Undecided_Likert NaN NaN 3to4Years_Long Agree_Likert Disagree_Likert Disagree_Likert We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now Agree_Likert Disagree_Likert Agree_Likert Undecided_Likert Agree_Likert Uncontrolled_Fires We want to reduce the burning of the areas because it destroys the environment NaN NaN NaN NaN NaN NaN
65 66 Ntambu ward Ntambu central cfmg NaN Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert The traditional methods of harvesting such as poaching, burning and cutting down of trees Strongly_Agree_Likert NaN NaN NaN Strongly_Agree_Likert NaN NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If there are other sources of earning a living Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture That is the main stay of living Agriculture_Areas_Dependent NaN NaN NaN NaN NaN
66 67 Ntambu ward NaN NaN NaN Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many NaN There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment Strongly_Agree_Likert Strongly_Agree_Likert Even the Bible says do not forget your roots NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Through management of the forest and through capacity buildiing Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys the flowers for the production of honey which is reduced Forest_Dependent That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer NaN NaN NaN NaN
67 68 Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Disagree_Likert There is nothing Disagree_Likert Strongly_Disagree_Likert We do not include it in our aspect Source_Income_Purpose Agree_Likert Material_Connection For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly 3to4Years_Long Agree_Likert Agree_Likert Undecided_Likert It is a challenge to change because there are always up and downs when changing from one situtation to the other Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Wood_Extraction The people that make charcoal cut down trees that are fresh and they cut a huge area Wetlands_Dependent Water is life and is used in every situation such as cultivation, watering gardens NaN NaN NaN NaN
68 69 Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter Agree_Likert Agree_Likert We always follow what we are told NaN Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert NaN Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Agree_Likert NaN NaN Agriculture_Areas_Dependent It brings us food as well as income NaN NaN NaN NaN
69 70 Namwala Central ward Not applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Undecided_Likert I have no idea Agree_Likert NaN NaN NaN Undecided_Likert NaN NaN 3to4Years_Long Undecided_Likert Undecided_Likert Disagree_Likert NaN Agree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture NaN Wetlands_Dependent NaN NaN NaN NaN NaN
70 71 Namwala Central ward Shapopa shachala Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Disagree_Likert A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place Strongly_Agree_Likert Strongly_Agree_Likert We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert There is climate change that forces to change the livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys a lot of biodiversity such as eggs of birds and snakes Forest_Dependent During floods cattle go to the forest areas where they graz NaN NaN NaN NaN
71 72 Namwala Central ward Manokubwana Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Agree_Likert There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Undecided_Likert Agree_Likert We only depend on domecticated animals Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Wood_Extraction Their livelihood depends on the activities of charcoal burning Agriculture_Areas_Dependent Thats where we get our food from NaN NaN NaN NaN
72 73 Namwala Central ward Sepa sahao MPCS gardening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Agree_Likert The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Disagree_Likert Agree_Likert As long as there is support from somewhere Agree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Grazing The animals are always grazing through the vegetation and there is no room given to plants to sprout out Agriculture_Areas_Dependent Because am a farmer NaN NaN NaN NaN
73 74 Namwala Central ward Tusole youth centre Gardening NaN SCRiKA_LS yes NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
74 75 Namwala Central ward Chinyemu B Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers Agree_Likert Strongly_Disagree_Likert There is nothing included NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert If there are resources we can change the livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are cut for charcoal, the stem dies and no replacement for it Agriculture_Areas_Dependent That is where we farm the products NaN NaN NaN NaN
75 76 Namwala Central ward Chiyemyu A Gargening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many Disagree_Likert There is nothing NaN Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert As long as we have no where to depend on for our livelihoods Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires Fire destroys everything than the others because even the biodiversity get killed Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
76 77 Namwala Central ward Maselo widows club Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities Strongly_Disagree_Likert Agree_Likert The groups have their own mission like our group we give money to the orphans from the profit we make Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fires cuts across a huge area and kills everything on it way Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
77 78 Namwala Central ward Namwala multipurpose coperetive Gardening, chicken rearing and winter maize Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing is considered Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert Thing are evolving thus I cannot be stagnant Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture Most of the land is used for agriculture purposes and cutting is done at a large scale Agriculture_Areas_Dependent That where we get most of the food crops and livelihood is dependent on it NaN NaN NaN NaN
78 79 Namwala Central ward Savings for change Nakable Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 10to20People_Many Disagree_Likert I have not heard of anything like that NaN Undecided_Likert NaN NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Because am used to it Disagree_Likert Agree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires NaN NaN It destroys life and it is difficult to regenerate NaN NaN NaN NaN
79 80 Namwala Central ward Maunga saving group Saving NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Strongly_Agree_Likert There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed Strongly_Agree_Likert Strongly_Agree_Likert We do not do it Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as we are helped with altrenative livelihoods Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires Burning destroys life and everything in it Agriculture_Areas_Dependent Our livelihood is based on farming NaN NaN NaN NaN
80 81 Namwala Central ward Alternative livelihood Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There are bad fishing methods as well as people settling in the game parks Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We are trying to shift to make gardens for our livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys almost everything Agriculture_Areas_Dependent They are a source of source of livelihood NaN NaN NaN NaN
81 82 Namwala Central ward Shomachako saving group Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Greaterthan40People_Many Disagree_Likert There is nothing that i know that can hinder Disagree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Disagree_Likert When changing to another lifestyle it means that you are starting a new life Agree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Land_Agriculture It causes soil erossion Agriculture_Areas_Dependent That where we get food crops for our livehoods NaN NaN NaN NaN
82 83 Namwala Central ward Namwala persons with disabilities Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert Nothing is considered Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert The way things of climate change are it calls for changes Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture The agriculture activities is about uprooting the tree thus distruction of the environment Forest_Dependent The area for farming are found in the forest areas NaN NaN NaN NaN
83 84 Namwala Central ward ShibukoloMPCS Goat rearing NaN SCRiKA_LS yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Agree_Likert As long as there are different alternative livelihoods Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning covers a huge area and kills all the biodiversity on it ways Wetlands_Dependent That where our cattle graze NaN NaN NaN NaN
84 85 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
85 86 Mbila ward Nanagwe goat rearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Agree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Disagree_Likert Agree_Likert Yes because we are depending of the catle we are looking after thus it is easy to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Wood_Extraction The making of charcoal mainly focuses on big trees that make a desert in the area Agriculture_Areas_Dependent That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources NaN NaN NaN NaN
86 87 Mbila ward Kaunga goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Undecided_Likert I do not know Undecided_Likert Undecided_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN NaN Disagree_Likert Disagree_Likert Strongly_Agree_Likert If there is no profit in one livelihood I can change to another type of livelihood Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Strongly_Agree_Likert Wood_Extraction It destroys the tree if everyone was to cutting trees for energy Agriculture_Areas_Dependent We are farmers by nature NaN NaN NaN NaN
87 88 Mbila ward Shandubula borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert Not included NaN Disagree_Likert Material_Connection NaN 7to8Years_Long Disagree_Likert Strongly_Agree_Likert Agree_Likert It is not easy but it is important to change because of climate change where you have to change without taking alternative Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture Agriculture_Areas_Dependent Thats a source of food crops NaN NaN NaN NaN
88 89 NaN NaN Mbila ward Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Disagree_Likert NaN Nature_Protection_Purpose NaN Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Our livelihood depends on farming as our main activities Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent Thats were food comes from NaN NaN NaN NaN
89 90 Mbila ward Mabula borehore Gardening NotApplicable_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is no such things Undecided_Likert Strongly_Disagree_Likert We do not include Nature_Protection_Purpose Strongly_Agree_Likert NaN NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert Changing is difficult but when you get used it is fine Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction If the trees are cut the environment would be destroyed and the air quality would be bad Agriculture_Areas_Dependent Thats where we get food for eating or our livelihood NaN NaN NaN NaN
90 91 Mbila ward hikolo borehole project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing included NaN Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Because we are always depending on farming thus a change would lead us to access through that we do not have currently Strongly_Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When you cut trees the rainfall will reduce that will lead to animals dying of thirst Agriculture_Areas_Dependent Where we cultivate, that is were we get crops NaN NaN NaN NaN
91 92 Mbila ward Makumucha Dip Tank Dipping cattle 4to8Lima_Size SCRiKA_LS yes Greaterthan40People_Many Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert We are always focused in agriculture thus it is a little bit difficult to change Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires There is no clear law that prevents people from being scared of burning the bush Agriculture_Areas_Dependent That is were food and income come from to help us NaN NaN NaN NaN
92 93 Mbila ward Twapenga goat Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert No answer Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Uncontrolled_Grazing NaN Agriculture_Areas_Dependent Thats where we get maize our staple food from farming NaN NaN NaN NaN
93 94 Mbila ward Muchenje Poultry Poutry rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Agree_Likert NaN Agree_Likert Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Experiential_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Agree_Likert I would prefer to shift to gardening that other activities Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent We are keeping birds and gardening thus the forest can be protected as well as the animals NaN NaN NaN NaN
94 95 Mbila ward Twambo bee keeping Bee keeking Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert Thee is nothing Agree_Likert Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Disagree_Likert Agree_Likert If the change leads to a better life it can be easy Agree_Likert Agree_Likert Agree_Likert NaN Undecided_Likert NaN NaN Forest_Dependent That were we are found NaN NaN NaN NaN
95 96 Mbila ward Nakaalanta borehole Geradening NaN SCRiKA_LS yes 30to40People_Many Agree_Likert There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits Disagree_Likert Agree_Likert They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money Nature_Protection_Purpose Agree_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert If there are some guidelines to assist in changing the livelihood Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture The huge land is cleared for gardens Agriculture_Areas_Dependent Source of food crops NaN NaN NaN NaN
96 97 Mbila ward Mikimutuba birehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Not included Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert It is but currently there is drought thus difficult to change Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction It is a continuous process of cutting tree for charcoal thus it destroys the landscape Agriculture_Areas_Dependent The wetlands are dry thus, we depend on agriculture for food crops NaN NaN NaN NaN
97 98 Mbila ward Mutwe Mano poutry Rearing chichen and incubators Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert I do not know because the livelihood I would change might be worse than the current one Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction The rainfall will reduce and there would be too much wind as well as climate change Agriculture_Areas_Dependent Thats where get crops for food NaN NaN NaN NaN
98 99 Mbila ward Munyinga cattle reatpring Dip tanknfor cattle 4to8Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert It can be changed with dependency to climate change Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are reduced we are going to have a problem with the rainfall Agriculture_Areas_Dependent That were food is gotten and a borehole can be sank NaN NaN NaN NaN
99 100 Mbila ward Yomena borehole Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
100 101 Luubwe ward Muntu Monzo goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert Some people still want to lead a life of hunting and the use of mosquito nets for catching fish Strongly_Agree_Likert Strongly_Agree_Likert The project is bettering our lives Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as there are more advantages than disadvantages as well as technology allow it to be done Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture There are a lot of famers thus it is the major contributor Wetlands_Dependent,Forest_Dependent Animals graze in the forest and wetland and houses are made from trees from the forest NaN NaN NaN NaN
101 102 Luubwe ward Inkabe yalaangana goat Dip tqnk and gaot reatpring 4to8Lima_Size SCRiKA_LS yes 20to30People_Many Agree_Likert NaN NaN NaN NaN NaN Agree_Likert Material_Connection NaN NaN Strongly_Disagree_Likert Agree_Likert Agree_Likert NaN Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
102 103 Luubwe ward Luubwe Livestock Centre Dipping and gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Disagree_Likert NaN Agree_Likert Disagree_Likert NaN Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert But we only depend on the forest and wetlands Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Land_Agriculture Source of livelihood such as crops Forest_Dependent Thats were our animals feed NaN NaN NaN NaN
103 104 Luubwe ward Maubi Cattle restocking Dipp tank Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Disagree_Likert Strongly_Disagree_Likert The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Land_Agriculture NaN Wetlands_Dependent,Forest_Dependent The animals graze in the wetlands as well as in the forest NaN NaN NaN NaN
104 105 Omba ward Tunjile Goat Structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert They are under the control of the Chief who can make changes to them NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert If we are changing to the better one Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Land_Agriculture We are farmers Agriculture_Areas_Dependent Thats were we get our income NaN NaN NaN NaN
105 106 Omba ward Mmbiza solar powered Gerdening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Disagree_Likert NaN NaN Strongly_Disagree_Likert NaN NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Life is hard due to high cost of commodities Strongly_Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Uncontrolled_Fires The animals can have problems where to find food Agriculture_Areas_Dependent Everything comes from agriculture NaN NaN NaN NaN
106 107 Omba ward Hangoma Solar powered Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing Disagree_Likert Strongly_Disagree_Likert There is nothing that is included NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert We have only one activity that we do here such as farming thus changing is difficult Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires When you burn the bush it destroys both the tree and as well as the animals Agriculture_Areas_Dependent It is where we farm our crops NaN NaN NaN NaN
107 108 Omba ward Habanyama solor power Gardenning Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall Strongly_Disagree_Likert Strongly_Disagree_Likert They are not taken into consideration Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Disagree_Likert Disagree_Likert Our livelihood is just based on farming Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires The burning makes the trees dry as well as young animals get killed Wetlands_Dependent Water is a source of life for our animals such as cattle NaN NaN NaN NaN
108 109 Omba ward Shaamba Solar Power Gardenung Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert Some cultural activities such as getting roots from the trees for medicine can destroy the trees Agree_Likert Strongly_Disagree_Likert The project can be destroyed because of culture Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Disagree_Likert Disagree_Likert We always use products from the forest Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire distroys almost everything even birds in the forest are destroyed Agriculture_Areas_Dependent We are farmers by nature NaN NaN NaN NaN
109 110 Omba ward Shamba goat structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert NaN Disagree_Likert Our livelihood is difficult at the moment because of climate change Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor Agriculture_Areas_Dependent We are farmers by nature in southern province NaN NaN NaN NaN
110 111 Omba ward Sikapande solar powered borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Disagree_Likert Only in not following the laws NaN Strongly_Agree_Likert When we have been taught Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert NaN NaN NaN Agriculture_Areas_Dependent Thats were we get income from NaN NaN NaN NaN
111 112 Omba ward Fumbe Fumbe solar borehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many NaN NaN NaN NaN NaN NaN Disagree_Likert Experiential_Connection,Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert There is a problem with the boreholes Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN
112 113 Omba ward Habulungu solar powered Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Disagree_Likert Disagree_Likert There is no problem thus we cannot change Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning of the bush destroys the environment Wetlands_Dependent Water is life because our cattle drink water from the wetlands NaN NaN NaN NaN
113 114 Omba ward Maika Male Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals depend on grass thus if burnt the animals would die Wetlands_Dependent Water is life and our domesticated animals need water and we depend on the animals NaN NaN NaN NaN
114 115 Omba ward Moomba goat structure Giat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert It is not easy but it is a good thing Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture we depend on farming for our livelihood Agriculture_Areas_Dependent Thats where we get our food crops NaN NaN NaN NaN
115 116 Omba ward Mbalanji goatvrearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing Disagree_Likert Strongly_Agree_Likert The traditional leaders have to accept that a certain project has to be done on a specific place Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert The person can not change unless the person is shown what to do Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction For charcoal, people burn big tree that destroys the habitat for animals Agriculture_Areas_Dependent Thats where we get food crops and income NaN NaN NaN NaN
116 117 Omba ward Tugwasane goat structure Goat rearing NaN SCRiKA_LS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
117 118 Omba ward Kamuseka solar project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many NaN NaN NaN Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Disagree_Likert We can not manage to live without depending on the forest like our craw we use the trees Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Disagree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent From agriculture we get food crops and income NaN NaN NaN NaN
118 119 Omba ward Omba Solar borehole Gardening NaN SCRiKA_LS yes 20to30People_Many Undecided_Likert No response Agree_Likert Disagree_Likert The projects are not associated with the cultural aspects Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert The way we live we adapt any environment like now we have climate change thus we have adapted to challenges Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt Agriculture_Areas_Dependent That is the major activity around this area NaN NaN NaN NaN
119 120 Kalobolelwa ward NaN Goat reaeing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Thee is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long NaN Disagree_Likert Disagree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it Agriculture_Areas_Dependent From there we have food crops NaN NaN NaN NaN
120 121 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Undecided_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The grass for grazing animals would be destroyed Agriculture_Areas_Dependent Thats were we get food for our living NaN NaN NaN NaN
121 122 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN NaN NaN Undecided_Likert Strongly_Disagree_Likert We do not Source_Income_Purpose Undecided_Likert Material_Connection 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Disagree_Likert It is only the starting point that is difficult to change because in needs finances Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys the food for the elephants on which it depends after it has been burnt Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
122 123 Kalobolelwa ward Lichichecho goat rearing project Gost rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Disagree_Likert Because i do not have the livelihood am shifting to Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Fire destroys the habitat of animals Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
123 124 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Undecided_Likert Disagree_Likert Undecided_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals feed on the grass and when the grass is burnt the animals come into the community to disturb Agriculture_Areas_Dependent Thats where we get food NaN NaN NaN NaN
124 125 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Not considered Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Strongly_Disagree_Likert We have our livelihoods Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It burns the destroys the habitat of the animals Agriculture_Areas_Dependent We are more into farming NaN NaN NaN NaN
125 126 Kalobolelwa ward NaN Goat NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert If we find someone to assist us we can change Strongly_Disagree_Likert Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Wood_Extraction Cutting down trees comes with it strong wind Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
126 127 Kalobolelwa ward NaN Goat NaN SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Undecided_Likert NaN Undecided_Likert Undecided_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Am not sure of the future thus i cannaot change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Undecided_Likert NaN NaN Agriculture_Areas_Dependent Thats where food comes from NaN NaN NaN NaN
127 128 Kalobolelwa ward Ituse garde ing NaN Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert It is a challenge Undecided_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Other NaN Agriculture_Areas_Dependent We are farmers NaN NaN Cutting down trees for sale NaN
128 129 Mwanambuyu ward Lituye piggery project Giggery rearing NaN SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Agree_Likert Strongly_Disagree_Likert The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Land_Agriculture Thats is where our food comes from Wetlands_Dependent Thats were we have our animals graze NaN NaN NaN NaN
129 130 Mwanambuyu ward Tamahano Piggary Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Agree_Likert The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing Agree_Likert Strongly_Disagree_Likert It is because the project does not come through BRE Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 7to8Years_Long Disagree_Likert Agree_Likert Strongly_Disagree_Likert It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Cutting down trees to make garden""matema"" meaning the trees will not be replaced. Wetlands_Dependent When the floods go they leave moisture thats helps people grow their crops NaN NaN NaN NaN
130 131 Mwanambuyu ward Luswalane piggery Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert They are not part of the project NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Fire burns everything in terms of life Agriculture_Areas_Dependent Thats where we grow our food crops NaN NaN NaN NaN
131 132 Mwanambuyu ward Swalapilu gardening Gardening Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 7to8Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert The person leading a better life he cannot change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Undecided_Likert Uncontrolled_Fires The fire destroys the grazing grass for the animals Wetlands_Dependent In the wetlands is where we cultivate rice as well as get water for watering the gardens NaN NaN NaN NaN
132 133 Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If we have the knowledge to use thing that have been given to us by the government and live a good life Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires People are always burning the bush without any control Agriculture_Areas_Dependent That is were we get food for eating NaN NaN NaN NaN
133 134 Mwanambuyu ward Kwitingile gardenning Gardening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not NaN Strongly_Disagree_Likert Material_Connection NaN 7to8Years_Long Agree_Likert Agree_Likert Agree_Likert If there is a law that ask us to change we can do it Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys all life Agriculture_Areas_Dependent Thats were we grow crops NaN NaN NaN NaN
134 135 Mwanambuyu ward Mandiyanje Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Agree_Likert Agree_Likert Agree_Likert As long as I have help from somewhere Strongly_Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Fire burns the whole area Agriculture_Areas_Dependent Thats were we get food NaN NaN NaN NaN
135 136 Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert It is easier after a long time or process Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Burning kills at lot of things and biodiversity Agriculture_Areas_Dependent Thats where our food crops come from NaN NaN NaN NaN
136 137 Mwanambuyu ward NaN Goat reatpring Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Am at an old age thus i cannot change my livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees cut are a lot thus it distructs a lot Agriculture_Areas_Dependent Thats where food crops comes from NaN NaN NaN NaN
137 138 Mwanambuyu ward Sopu Siwa project Cassava 4to8Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not because we only follow the teachings Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as we have what to use to change them Strongly_Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are cut, they do not grow again Agriculture_Areas_Dependent Thats where we get our food crops NaN NaN NaN NaN
138 139 Mwanambuyu ward Mundimunene Piggery Piggery NotApplicable_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert The cultural aspects are not included Source_Income_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert I have limited responsibility thus it is easy to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The cutting down tree brings drought Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
139 140 Yeta ward Kolo Goat rearing Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert The cultural aspects are not included Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert I just have to continue trying Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees had been cut in our area and possing a treat of strong winds Agriculture_Areas_Dependent We are farmers of rice NaN NaN NaN NaN
140 141 Yeta ward Kutiya goat Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert This period is of climate change that calls for different way of doing things Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction When it rains the water just flows due to lack of trees to block them Agriculture_Areas_Dependent That were we get our food crops NaN NaN NaN NaN
141 142 Yeta ward Yeta Fibre Project Making Fibre from the roots of trees with disturbing the trees Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert NaN Agree_Likert Agree_Likert We included the induna Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert If am empowered, it is easy Strongly_Agree_Likert Strongly_Disagree_Likert NaN Undecided_Likert Agree_Likert Wood_Extraction It can lead to climate due lack of trees Wetlands_Dependent We cultivate in the flood plains were we can and that is where animals graze NaN NaN NaN NaN
142 143 Yeta ward NaN To give moisture to crops Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert No we do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If you use the knowledge adquately it is easier Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals will not have where to graz thus make them move long distance to find pastures Agriculture_Areas_Dependent Thats where we get food from NaN NaN NaN NaN
143 144 Yeta ward Namangu Fibre/Poultry/Mushroom project Making fibre from roots rearing of chicken and growing of mashrooms NotApplicable_Size SCReBS_WESTERN yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert They are not included Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert As long as there is need for me to change as well as climate change Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The rainfall is back up by green vegetation thus when burnt there will be less rainfall Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
144 145 Yeta ward NaN Biochar NotApplicable_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert We do not include Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert It is easier as long as there is commitment Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires When the trees get burnt, they dry and thats the reason we have less rainfall Agriculture_Areas_Dependent That is where we get our crops from NaN NaN NaN NaN
145 146 Yeta ward NaN Biochar NaN PIN_WESTERN no NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
146 147 Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Agree_Likert Only the indunas that send the representative to learn and they accept the project in the community Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert The person can make a decision through looking back to what he or she has done so as to make corrective measures Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Wood_Extraction They use Chitemene system of just cutting trees for charcoal Agriculture_Areas_Dependent We farmers NaN NaN NaN NaN
147 148 Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as you are committed Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees that are cut and made into charcoal, the trunks or stems do not grow Agriculture_Areas_Dependent Thats where we get food and money NaN NaN NaN NaN
148 149 Yeta ward B iochar Gardenning 8to12Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert It is difficult but as long as you follow what you have been taught you can change Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys everything on its ways Agriculture_Areas_Dependent That were our food crops are found NaN NaN NaN NaN
149 150 Yeta ward Piggery, fishponds and gardening Fish ponds and piggery and gerdening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not do it Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Strongly_Disagree_Likert NaN Strongly_Agree_Likert As long as I have the capacity to do so Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys everything on its path Wetlands_Dependent Thats where we plant maize and rice NaN NaN NaN NaN

5. Renaming Columns¶

The headings of the columns were renamed for easy inclusion in the code

In [177]:
df1.columns
Out[177]:
Index(['ObjectID', '6. Ward Name', '7. Sub Project Name',
       '8. Type of Livelihood', '9. Size (Lima)', '12. Name of main project',
       '13. Do you represent other beneficiaries?',
       '14. How many beneficiaries do you represent?',
       '45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?',
       '46. What reasons can you give for your answer above?',
       '47. Do you think some cultural practices can be changed?',
       '48. Do you consider cultural aspects when formulating the livelihood projects?',
       '49. What reasons can you give for your answer above?',
       '50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?',
       '51. Do you think there is need to measure indicators when managing landscapes?',
       '52. How is your connection to nature like?',
       '53. What reasons can you give for your answer above?',
       '54. How long have you worked on this livelihood project?',
       '55. Does your livelihood depend on the natural resources for a living?',
       '56. Do you consider changing your livelihood strategy in future?',
       '57. Do you think it is easier to change your livelihood practices?',
       '58. Are you able to give reasons for your answer above in your ability to change your livelihood practices?',
       '59. Have the ecosystem services reduced from the inception of the project in your ward?',
       '60. Has the deforestation increased in the ward?',
       '61. Do you think protected areas are a hindrance to your livelihoods?',
       '62. Are there new livelihood projects that you think of that have never been implemented?',
       '63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?',
       '64. Which livelihood is a major contributor to landscape transformation?',
       '65. What reasons can you give for your answer above?',
       '66. Which type of landscape do you depend on much for a livelihood?',
       '67. What reasons can you give for your answer above?', 'Specify:.4',
       'Specify:.5', 'Specify:.6', 'Specify:.7'],
      dtype='object')
In [178]:
df2=df1.rename(columns= {'1. Do you agree to take part in the above study?': 'Part_study',
                        '2. Do you know that your participation is voluntary and you are free to withdraw anytime?':'Participation_Voluntary', 
                        '3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form?': 'Anonymised_Form', 
                        '5. Date': 'Date', 
                        '6. Ward Name': 'Ward_Name', 
                        '7. Sub Project Name': 'Sub_Project_name', 
                        '8. Type of Livelihood': 'Livelihood', 
                        '9. Size (Lima)': 'Size', 
                        '12. Name of main project': 'Name_Main_Project',
                        '13. Do you represent other beneficiaries?': 'Representing_Others',
                        '14. How many beneficiaries do you represent?': 'Number_Beneficiaries',
                        '45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?': 'Cultural_Practices_Hinder', 
                        '46. What reasons can you give for your answer above?': 'Cultural_Practices_Hinder_Reason', 
                        '47. Do you think some cultural practices can be changed?': 'Cultural_Practices_Changed', 
                        '48. Do you consider cultural aspects when formulating the livelihood projects?': 'Cultural_Aspects_Considered',
                        '49. What reasons can you give for your answer above?': 'Cultural_Aspects_Considered_Reasons', 
                        '50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?': 'Purpose_Landscape', 
                        '51. Do you think there is need to measure indicators when managing landscapes?': 'Measure_Indicators', 
                        '52. How is your connection to nature like?': 'Connection_Nature', 
                        '53. What reasons can you give for your answer above?': 'Connection_Nature_Reasons',
                       '54. How long have you worked on this livelihood project?': 'Range_Years',
                       '55. Does your livelihood depend on the natural resources for a living?': 'Livilihood_Depenedent',
                       '56. Do you consider changing your livelihood strategy in future?': 'Change_Livelihood',
                       '57. Do you think it is easier to change your livelihood practices?': 'Change_Livelihood_Easy',
                       '58. Are you able to give reasons for your answer above in your ability to change your livelihood practices?': 'Change_Livelihood_Easy_Reasons',
                       '59. Have the ecosystem services reduced from the inception of the project in your ward?': 'Ecosystem_Services_Reduced',
                       '60. Has the deforestation increased in the ward?': 'Deforestaion_Increased',
                       '61. Do you think protected areas are a hindrance to your livelihoods?': 'Protected_Areas_Hinderarnce_Livelihood',
                       '62. Are there new livelihood projects that you think of that have never been implemented?': 'New_Livelihood_Projects',
                       '63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?': 'Subprojects_Sustainability_Contribution',
                       '64. Which livelihood is a major contributor to landscape transformation?': 'Contributor_Landscape_Transformation',
                       '65. What reasons can you give for your answer above?': 'Contributor_Landscape_Transformation_Reasons',
                       '66. Which type of landscape do you depend on much for a livelihood?': 'Landscape_Depended_Livelihood',
                       '67. What reasons can you give for your answer above?': 'Landscape_Depeneded_Livelihood_Reasons',
                       'Specify:.4': 'Purpose_Landscape_Specific',
                       'Specify:.5': 'Connection_Nature_Specific',
                       'Specify:.6': 'Contributor_Landscape_Transformation_Specific',
                       'Specify:.7': 'Landscape_Depended_Livelihood_Specific'})
In [179]:
df2
Out[179]:
ObjectID Ward_Name Sub_Project_name Livelihood Size Name_Main_Project Representing_Others Number_Beneficiaries Cultural_Practices_Hinder Cultural_Practices_Hinder_Reason Cultural_Practices_Changed Cultural_Aspects_Considered Cultural_Aspects_Considered_Reasons Purpose_Landscape Measure_Indicators Connection_Nature Connection_Nature_Reasons Range_Years Livilihood_Depenedent Change_Livelihood Change_Livelihood_Easy Change_Livelihood_Easy_Reasons Ecosystem_Services_Reduced Deforestaion_Increased Protected_Areas_Hinderarnce_Livelihood New_Livelihood_Projects Subprojects_Sustainability_Contribution Contributor_Landscape_Transformation Contributor_Landscape_Transformation_Reasons Landscape_Depended_Livelihood Landscape_Depeneded_Livelihood_Reasons Purpose_Landscape_Specific Connection_Nature_Specific Contributor_Landscape_Transformation_Specific Landscape_Depended_Livelihood_Specific
0 1 Isamba ward Isamba coperatives Goat rearing 8to12Lima_Size TRALARD_LNM yes Greaterthan40People_Many Disagree_Likert It has never happed before in his life time Undecided_Likert Strongly_Disagree_Likert There is no cultural history in the area Nature_Protection_Purpose Strongly_Agree_Likert Psychological_Connection,Material_Connection The animals can be used by the future generation as well 3to4Years_Long Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert If the SES are taken care of they can increase in number and bring income Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction The trees have been depleted and it has caused reduced rainfall Agriculture_Areas_Dependent He cultivates a large area of land so that some crops can be sold for a livelihood NaN NaN NaN NaN
1 2 Isamba ward Misenga cooperative multipurpose society Goat rearing, Gardening, Fruit trees Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert There is need to harvest trees when they have fully grown the same applies to biodiversity Strongly_Agree_Likert Strongly_Agree_Likert There is need to have power in what is being formulated so that there is ownership Nature_Protection_Purpose Strongly_Agree_Likert Philosophical_Connection,Psychological_Connection How the animals can be used as an example on how people should lead their life Greaterthan9Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert The SeS can be depleted thus there need to change to agriculture like goat rearing Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Because i have to clear the land for agriculture to plant crops hence the landscape change Wetlands_Dependent The catching of fish is the source of income in this area NaN NaN NaN NaN
2 3 Isamba ward Ninge Cooperative Goat Rearing, Agricuture-cassava Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There are no customary practices that hinder sustainable management Strongly_Disagree_Likert Strongly_Disagree_Likert There are no cultural aspects Nature_Protection_Purpose,Ancestral_Shrines_Purpose Strongly_Agree_Likert Experiential_Connection Through experiments he gains knowledge on the management of forest 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Change is easier because he is the one who has decides to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction There would a reduction in the number of trees hence contributing to climate change Agriculture_Areas_Dependent,Wetlands_Dependent He depends much on agriculture the most than fish because the fish can be depleted NaN NaN NaN NaN
3 4 Isamba ward Twikatene copperatives Goat rearing and Fish farming and garden of vegitable and onnoind Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert There are crop rotations made on the land when cultivating to ensure fertility of soil Strongly_Disagree_Likert Strongly_Agree_Likert At the time of getting the land for the project it comes with regulations Source_Income_Purpose Strongly_Agree_Likert Material_Connection To use some of them for income Greaterthan9Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Because my livelihood would improve Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Because it requires a huge land than the others like making charcoal Agriculture_Areas_Dependent Food is the main source of livelihood thus without it there is no way to earn a living NaN NaN NaN NaN
4 5 Isamba ward Changwena women club Chicken rearing ablnd an orchard Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We only follow what the chiefs and the government say Nature_Protection_Purpose Agree_Likert Philosophical_Connection,Psychological_Connection They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There has been things like climate change affecting us thus the thought to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals Forest_Dependent,Wetlands_Dependent The water is used for gardening and other things Only the protection of nature, the others are not important NaN NaN NaN
5 6 Isamba ward Luchindashi copperative Pig rearing and fish farming gardenning Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Undecided_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Disagree_Likert Psychological_Connection There improvement in the sustainable management of forests 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert If there is new improvement like cooking stove we can change the way of livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture The agriculture activities involve cutting huge land Agriculture_Areas_Dependent That is a source of income as well as food for consumption NaN NaN NaN NaN
6 7 Isamba ward Sandwe Youth miitipurpose society Pigery and garden and fish ponds Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection They are a source of income and for the future generation to see them NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There can be destruction of SES Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains Agriculture_Areas_Dependent The farming helps in sourcing of food NaN NaN NaN NaN
7 8 Isamba ward Lukatashi Pigery and gardening as well as forestry Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert You are allowed to cultivate an area for 3 years before shifting to another area Strongly_Agree_Likert Strongly_Agree_Likert There are rules that along the river banks, the trees do not need to cut down Source_Income_Purpose Strongly_Agree_Likert Material_Connection Source of income 3to4Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert There is need to change from cutting down to other activities Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture There are agriculture activities for food Wetlands_Dependent,Agriculture_Areas_Dependent That is a source of income NaN NaN NaN NaN
8 9 Isamba ward Kansalu coperative Fish farming and chicken rearing Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection It is a source of income 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There is need to change to activities that do not destroy the environment Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction There is no electricity thus a huge demand for energy Agriculture_Areas_Dependent Thats a source of income NaN NaN NaN NaN
9 10 Isamba ward Musaba coperative Chicken rearing and garden, oranges Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Philosophical_Connection They should be kept for future generation to what is there 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert They can be changed through learning Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture It is for agriculture purposes that brings income Agriculture_Areas_Dependent It is a source of livelihood NaN NaN NaN NaN
10 11 Moofwe ward Natumone men and women famers group Fish,pig farming as well as orchard and garden Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is no cultural history within the community except from the governmnet Strongly_Agree_Likert Strongly_Disagree_Likert The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects Source_Income_Purpose,Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Thats were we get income as well as for example cattle we use it for cultivating 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Because everything we use comes from natural resources like tree for building, animals for proteins Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants Agriculture_Areas_Dependent It is where income comes from for a living NaN NaN NaN NaN
11 12 Moofwe ward Natwange start group Chicken and goat rearing Greaterthan16Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush Strongly_Disagree_Likert Strongly_Agree_Likert There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If we had kept well the projects like chicken and goats that would help to not depend on the natural resources Strongly_Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation Agriculture_Areas_Dependent It helps us cultivate cassava and maize, there is not much fishing activity NaN NaN NaN NaN
12 13 Moofwe ward Mi hile community group Fish farming 12to16Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose,Source_Income_Purpose Strongly_Agree_Likert Other_Connection There is need to keep the fish for instance fish in the ponds so that they do not get extinct 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Through the fish ponds of our project Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires They burn down the trees that were about to shoot up Agriculture_Areas_Dependent From farming we obtain food for consumption at household level NaN Taking care of nature without destroying it NaN NaN
13 14 Moofwe ward Tushwesheko group Goat rearing 4to8Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Disagree_Likert There are no cultural norms Strongly_Disagree_Likert Strongly_Disagree_Likert At the moment we follow the laws of the government and not cultural norms Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Because we are the ones who look after them on a daily basis 3to4Years_Long Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Because they can also improve our livelihood in future Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Chitemene system for cultivation leads to deforestation than the others Wetlands_Dependent,Forest_Dependent There comes food for a living NaN NaN NaN NaN
14 15 Moofwe ward Kanyembo forestvmanagemnt Forest Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection It is a source of livelihood 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert As long as I have money for other livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Land_Agriculture It is a source of food for most people in the area Agriculture_Areas_Dependent It is where our food security comes from NaN NaN NaN NaN
15 16 Moofwe ward Natubombeshe group Goat rearing and banana plants Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We want to venture into farming and that the reason why we shifted to the place we are located Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Land_Agriculture Thats were we get our livelihoods Forest_Dependent The trees bring rainfall in our area as compared to our areas NaN Taking care of nature NaN NaN
16 17 Moofwe ward Koselela community group Koselela community group Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Undecided_Likert We do not know what the norms are Source_Income_Purpose Strongly_Agree_Likert Material_Connection No answer 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert It is a source of income Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Wood_Extraction It is the source of income Agriculture_Areas_Dependent It is the source of income NaN NaN NaN NaN
17 18 Nachikufu ward Mindo Copperatives Piggery and Gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert There is nothing Strongly_Disagree_Likert Strongly_Agree_Likert There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land Nature_Protection_Purpose Strongly_Disagree_Likert Other_Connection For the purpose of future to meet their needs 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Land_Agriculture Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile Agriculture_Areas_Dependent The majority of people cultivate land for livelihood than depending on buying in shops NaN Source of good air, and food products NaN NaN
18 19 Nachikufu ward Fort hares tailing project Gardening and tailering Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There are customary practices that protect the environment like the way ZAWA protects the biodiversity Disagree_Likert Disagree_Likert There is nothing at the moment of having traditional leader doing spritual activities on the projects Source_Income_Purpose Strongly_Disagree_Likert Material_Connection They are a source of income 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert They can assist in having adequate water if trees are not cut as well as future general to see the natural resources Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires Buring can destroy the products or crops that are in the soil Wetlands_Dependent If there is less rainfall it helps us as a source of water NaN NaN NaN NaN
19 20 Nachikufu ward Kaumbe mango tree goat and garfening project Goat rearing abd gardening 4to8Lima_Size TRALARD_LNM yes 10to20People_Many Strongly_Agree_Likert He has never heard of that or learnt about it Disagree_Likert Strongly_Disagree_Likert We do not include cultural practices Source_Income_Purpose Strongly_Disagree_Likert Material_Connection The trees help us in bring rainfall 3to4Years_Long NaN Disagree_Likert Disagree_Likert The world is becoming mordenised thus we need to adapt to the current status Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Wood_Extraction The cutting down of treed can change the landscape Agriculture_Areas_Dependent Thats whats is common within our area NaN NaN NaN NaN
20 21 Nachikufu ward NaN Kabundi intergrate livestock project Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many Strongly_Disagree_Likert There is chitemene system which is a customary practice that destroys the environment Strongly_Disagree_Likert Strongly_Disagree_Likert So that the project can move well if the headman is not in the project otherwise if included it might have problems Source_Income_Purpose Strongly_Disagree_Likert Material_Connection Source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert Thats where some of our income comes from Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Wood_Extraction NaN Forest_Dependent They are a source of traditional medicine NaN NaN NaN NaN
21 22 Nachikufu ward Kaloswe community Forest Bee keeping, chickrn rearing and oniion Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Disagree_Likert There are cultural practices to burn the bush at a certain period for harvesting Strongly_Agree_Likert Strongly_Agree_Likert They are not included Nature_Protection_Purpose,Other_Purpose Strongly_Disagree_Likert Material_Connection We harvest at the right time to prevent or to management the natural resources properly 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The cutting down of tress destroys much because there is no regrowth Wetlands_Dependent It provides water for drinking and water is life The fire can burn all the biodiversity that allow the environmental process NaN NaN NaN
22 23 Lulimala ward Chimyaga muchele community forest Faorest, bee keeing and garden Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert The cutting down of trees along the river is not allowed Strongly_Disagree_Likert Strongly_Agree_Likert If there are no customary practices the natural resources can get destroyed Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Through taking care of them 3to4Years_Long NaN Strongly_Agree_Likert Strongly_Agree_Likert We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction For us to have income a huge area of trees has to be cut down Wetlands_Dependent Water is the source of life NaN NaN NaN NaN
23 24 Lulimala ward Limalal primary school( ptoduction unit committr) Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Agree_Likert There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale Undecided_Likert Agree_Likert No answer Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Source of income 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Disagree_Likert It is because we depend on natural resources thus changing is not easy Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert NaN Land_Agriculture There are commercial agriculture activities that clear huge chucks of lands Agriculture_Areas_Dependent It is a source of food crops and income NaN NaN NaN NaN
24 25 Lulimala ward Mibobo communitybforrst Forest and bee keeping Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many Agree_Likert Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Undecided_Likert Material_Connection Source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert I do not use natural resources Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture Source of income Agriculture_Areas_Dependent We use them are for cultivation NaN NaN NaN NaN
25 26 Lulimala ward Chaya bee keepimg Bees 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Agree_Likert If there are no cultural practices, the future generations will not know anything Disagree_Likert Agree_Likert If it is not done the product or project will not work well Nature_Protection_Purpose Agree_Likert Material_Connection They bring development such as tourism 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert There natural resources that are protected that cannot be accessed Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture For forming og food crops Forest_Dependent Source of income NaN NaN NaN NaN
26 27 Lulimala ward Choso goat rearing Goats and gardening Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many NaN NaN NaN NaN NaN NaN Agree_Likert Material_Connection For income 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert We use them according to the accepted norms Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture That is the source of income Forest_Dependent We are mostly farmers NaN NaN NaN NaN
27 28 Lulimala ward Bunishi banana goat rearing gardening Goat rearing and gardening 8to12Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Agree_Likert The customary practices promote early burning but some people tend to burn late Strongly_Disagree_Likert Strongly_Agree_Likert We follow the customary practices but people burn late which is not inorder Nature_Protection_Purpose,Other_Purpose Strongly_Agree_Likert Material_Connection The natural resources like trees give shade, medicine and we also get fresh air 3to4Years_Long Strongly_Agree_Likert Agree_Likert Agree_Likert Yes but we normally use natural resources somehow Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture There are people who plant huge areas of land for a livelihood Agriculture_Areas_Dependent Thats is the sources of income for our livelihoods NaN NaN NaN NaN
28 29 Lulimala ward Kambili cooerative Pig rearing and orangrs 12to16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There are no cultural practices Strongly_Disagree_Likert Strongly_Agree_Likert We do it so that our livelihood can improve Source_Income_Purpose Strongly_Agree_Likert Material_Connection Like water is the source of life while trees are source of fresh water 3to4Years_Long Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert We depend on agriculture and not the natural resource like forest Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The animals will not have food as well as the trees would dry Wetlands_Dependent He has a lot of activities that comes from water NaN NaN NaN NaN
29 30 Lulimala ward Production Unit Committee Chunda Ponde Secondary School Tree Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Agree_Likert The unregulated allocation of parcels of land in the forests Strongly_Agree_Likert Strongly_Disagree_Likert They are not available Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN NaN Undecided_Likert Undecided_Likert Undecided_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Land_Agriculture For income and food crops Agriculture_Areas_Dependent For food crops NaN NaN NaN NaN
30 31 Lulimala ward Oroduction unit comkitte chunda ponde primary scjool Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not consider Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Disagree_Likert NaN They are are source of income Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture For farming activities which brings income Agriculture_Areas_Dependent It is where food crops come from NaN NaN NaN NaN
31 32 Lulimala ward Lilimala cooertaives Chicken rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert Ba chipupila"" they have customary practices for protecting the natural resources Strongly_Disagree_Likert Agree_Likert We just follow the historical practices of our forefathers Nature_Protection_Purpose Agree_Likert Material_Connection They are source of income 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert We mostly use goats and pigs in our livelihoods Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture The soil gets degraded and we movebto another portion of land Agriculture_Areas_Dependent Thats is the source of food crops as well as income NaN NaN NaN NaN
32 33 Lulimala ward Chunda ponde buikking centre It is will be stotage of farming products except maize Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many Agree_Likert There are places such as grave yard which are protected from deforestation Strongly_Agree_Likert Strongly_Agree_Likert There cultural practices such as spririal rites done by traditional authority Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert So that the environment is protected and I have some business that I have Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture It is a source of income Wetlands_Dependent,Forest_Dependent The wetlands and trees have the same values in helping us such as source of traditional medicine NaN NaN NaN NaN
33 34 Kalanga ward Miyombe acquaculture cooperative society Fish ponds , gardrning and a poutry is beeing planned 8to12Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Agree_Likert The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection They are a source of income Lessthan2Years_Long Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats Agriculture_Areas_Dependent Thats were we grow our crops for a livelihood NaN NaN NaN NaN
34 35 Kalanga ward NaN Goat rearing 4to8Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection The ZAWA Officers are the ones connected to them because they look after them 5to6Years_Long Undecided_Likert Undecided_Likert Undecided_Likert No answer Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Agree_Likert Wood_Extraction The cutting down of trees destroy or change the landscape because it is for a livelihood Agriculture_Areas_Dependent The livelihood we have is farming as our main stay NaN We do not related NaN NaN
35 36 Kalanga ward Stop the chop women club In future they will plant pine trees and sunflower Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Agree_Likert The land where the natural resources are located are owned by the traditional authority Agree_Likert Agree_Likert A project cannot operate without consulting the traditional authority Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Agree_Likert Agree_Likert They can change slowly due to low performance of the group Agree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees have challenges in growung up if they are burned Forest_Dependent It provides resources for the people in terms of wood NaN NaN NaN NaN
36 37 Kalanga ward SDA Main church Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert There are the livelihoods we engage in such as keeping goats and fish farming Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Wood_Extraction The people who are cutting tree for charcoal destroy them such it is difficult for regeneration Agriculture_Areas_Dependent We obtain food crops that assist us in our livelihood NaN NaN NaN NaN
37 38 Kalanga ward Nursery Tree plwnting Pine trees Lessthan4Lima_Size TRALARD_LNM yes Lessthan10People_Many Agree_Likert Chitemene system destroys the environment Agree_Likert Disagree_Likert We do not do that Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection They are a source of income through tourism Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Land_Agriculture Source of income Wetlands_Dependent Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert NaN NaN NaN NaN
38 39 Kalanga ward Tikokelane saving group Saving or loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert We do not depend on them Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees dry when they are burnt Agriculture_Areas_Dependent It is a source of crops for food NaN NaN NaN NaN
39 40 Kalanga ward Hope saving for change Saving and loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Agree_Likert I have experienced the cultural practices interfering forest management Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Agree_Likert Agree_Likert It would be difficult but after some time it would change gradually Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The fires cause a lot of damage to biodiversity as well as plants Agriculture_Areas_Dependent Thats were we grow crops for our livelihoods NaN NaN NaN NaN
40 41 Kalanga ward Vitumbiko cooerqtives Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many Disagree_Likert There is nothing Undecided_Likert Undecided_Likert There is nothing Source_Income_Purpose,Other_Purpose Agree_Likert Material_Connection No answer Lessthan2Years_Long Agree_Likert Strongly_Agree_Likert Agree_Likert NaN Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The trees get burn reducing regeneration as well as the fertility of the soil Wetlands_Dependent Source of life The tourist bring income in terms of viewing the animals NaN NaN NaN
41 42 Ntonga ward Non Bee hives NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Strongly_Agree_Likert Our old parents taught us to protect the environment so that is more like a customary practice Agree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Disagree_Likert Material_Connection They help us in being a source of food as well as water Lessthan2Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert There is need to change because the world is developing hence to move with it Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The trees get destroyed when they are burnt and it is difficult for them to regenerate Agriculture_Areas_Dependent When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees NaN NaN NaN NaN
42 43 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert We do not do that it as it is unneccesary No_Idea_Purpose Disagree_Likert Other_Connection Where trees are protected it leads to rainfall in the area 7to8Years_Long Disagree_Likert Disagree_Likert Agree_Likert The keeping of goats helps in protecting the environment because the livelihood is depend on them Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting of trees for charcoal prevents regeneration Agriculture_Areas_Dependent Thats where we get food products for our livelihoods NaN Protection of trees NaN NaN
43 44 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many Disagree_Likert There is nothing Disagree_Likert Undecided_Likert We do not have Nature_Protection_Purpose Agree_Likert Material_Connection They are a source of livelihood 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert They are a source of income Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land Wetlands_Dependent Water is life NaN NaN NaN NaN
44 45 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no Lessthan10People_Many Disagree_Likert There is nothinhg Disagree_Likert Agree_Likert Sometimes we discuss locally how the animals are going to be looked after Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Agree_Likert So that the government can support us in turn we protect the environment Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The small biodiversity are destroyed by fire Wetlands_Dependent Water is life NaN NaN NaN NaN
45 46 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Disagree_Likert We do not have any traditional practices but it is only the government that guides us on what we should do Undecided_Likert Disagree_Likert We do not have anything Other_Purpose Strongly_Disagree_Likert Material_Connection Somehow but more to protect them 5to6Years_Long Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert I only use domesticated animals Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Burning destroys the trees Wetlands_Dependent Water is life For sources of income through tourism NaN NaN NaN
46 47 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There are rules that are made which are customary practices that should be followed Agree_Likert Agree_Likert We always follow the laws that are taught to us Nature_Protection_Purpose Agree_Likert Material_Connection They help in a lot of things such as the air we breath 5to6Years_Long Disagree_Likert Agree_Likert Agree_Likert If there are people who are teaching you there are new things that you learn Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires The fire burns the trees and it leads them to dry Forest_Dependent No answer NaN NaN NaN NaN
47 48 Ntonga ward Muwalule conservation club Piggery rearing and bee keeping 8to12Lima_Size TRALARD_LNM yes Lessthan10People_Many Agree_Likert There are places that they do not allow cutting trees as well as cutting down fruit bearing trees Disagree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Agree_Likert Material_Connection They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying 3to4Years_Long Disagree_Likert Disagree_Likert Agree_Likert Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find Disagree_Likert Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Land_Agriculture The people cutting huge chucks of land for cultivation of crops Agriculture_Areas_Dependent That is where crops and income comes from NaN NaN NaN NaN
48 49 Ntonga ward Nachipuzi woenen club Goat rearingwe 4to8Lima_Size TRALARD_LNM yes 10to20People_Many NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Agree_Likert Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
49 50 Chitimbwa ward Nkalandu Chicken rearing and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert If there is no protection of the environment the resources can be depleted Disagree_Likert Agree_Likert We can destroy the environment if there are no customary practices Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert If it is the protected resources we can change Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed Agriculture_Areas_Dependent Thats were we get food that we eat NaN NaN NaN NaN
50 51 Chitimbwa ward Kampemba cooerativ Chiecken and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Lessthan2Years_Long Disagree_Likert Disagree_Likert Disagree_Likert We do not use them Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture That is the source of livelihood Agriculture_Areas_Dependent Source of livelihood NaN NaN NaN NaN
51 52 Chitimbwa ward Izuka coper Pog rearing 12to16Lima_Size TRALARD_LNM yes 30to40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Undecided_Likert There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Agree_Likert As long as there is help from the government Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture Thats is the source of food crops Wetlands_Dependent Life is water NaN NaN NaN NaN
52 53 Chitimbwa ward Chammwisanza Pigg rearing 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing, the SES are looked after the game park officers or officers mandated to do so Disagree_Likert Disagree_Likert NaN Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert So that that we can do farming Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Wood_Extraction Because people are just cutting the trees anyhow Wetlands_Dependent Water is life for evryone to drink NaN NaN NaN NaN
53 54 Chitimbwa ward Chitimbwa woemenn club Goat rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert There is no cutting of trees anyhow Disagree_Likert Disagree_Likert We do not include Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert The project we have can help us improve our livelihoods Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction The cutting of trees for charcoal finishes trees than others Agriculture_Areas_Dependent That were our income and food crops come from NaN NaN NaN NaN
54 55 Chitimbwa ward Mookeleni Coooeeative Piig rearing 4to8Lima_Size TRALARD_LNM yes 20to30People_Many Disagree_Likert There is nothing Disagree_Likert NaN There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Disagree_Likert There are things of just learning more in what we are already doing Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Land_Agriculture NaN Forest_Dependent Where there are trees it rains much as well as the soil is fertile NaN NaN NaN NaN
55 56 Chitimbwa ward Mikango coperrati Pig rearing Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many Agree_Likert They teach us to protect the environment through preventing Chitemene system Disagree_Likert Disagree_Likert NaN Nature_Protection_Purpose Agree_Likert Material_Connection NaN Lessthan2Years_Long Agree_Likert Disagree_Likert Disagree_Likert NaN Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning destroys the fertility of the soil Wetlands_Dependent Water is life NaN NaN NaN NaN
56 57 Makuya ward Kanyamisouv cfmg Forest and behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert We always teach people or community on how to protect the environment NaN Strongly_Agree_Likert They cannot be changed because we would like to have the environment protected for our generation to see them in future Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection Thats where we get honey from the bees hive for us to have a lot of money 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN NaN Agriculture_Areas_Dependent Thats were we get foods crops for our survival NaN NaN NaN NaN
57 58 Makuya ward Makuya CFMG Natural and behovees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Agree_Likert Previously people used to cut trees anyhow but now there is change Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Land_Agriculture That the reason we were told to start doing conservation farming which entails farming in the same locality NaN NaN NaN NaN NaN NaN
58 59 Makuya ward Kewundu CFMG Beehavies and trees NotApplicable_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Agree_Likert Agree_Likert We are earning from natural resources so that we can develop Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction Chitemene systems and burning have been disallowed Agriculture_Areas_Dependent Each and every individual depend on agriculture land NaN NaN NaN NaN
59 60 Makuya ward Kimba cfmg Fiorse qnd behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Agree_Likert The cultural aspects are considered because they are within the CFMG NaN Agree_Likert Material_Connection NaN 7to8Years_Long Agree_Likert Disagree_Likert Agree_Likert The change is easier because it is depent on the people and it can be easily changed Agree_Likert Disagree_Likert Agree_Likert NaN Agree_Likert Uncontrolled_Fires,Land_Agriculture It is the main purpose we do for our livelihood Forest_Dependent NaN NaN NaN NaN NaN
60 61 Ntambu ward Chhulu cfmg Trees and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing NaN NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
61 62 Ntambu ward Mpulumpa ward Tress and beehivess Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
62 63 Silunga ward Kayo ge cfmg Forest and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Source_Income_Purpose Strongly_Agree_Likert Material_Connection Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants Wetlands_Dependent Water is life thus if there is no water all the plants will dry NaN NaN NaN NaN
63 64 Makuya ward Kema Behivees, trees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Disagree_Likert The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity NaN NaN NaN Nature_Protection_Purpose Strongly_Agree_Likert Other_Connection NaN 3to4Years_Long Strongly_Agree_Likert NaN Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Land_Agriculture The land cultivated is done on a big land that transforms the landscapes NaN NaN NaN Taking care of the animals NaN NaN
64 65 Makuya ward Kesumpa CFMG Behevies and Tress Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Agree_Likert They normally give rules on how to protect the environment NaN NaN NaN NaN Undecided_Likert NaN NaN 3to4Years_Long Agree_Likert Disagree_Likert Disagree_Likert We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now Agree_Likert Disagree_Likert Agree_Likert Undecided_Likert Agree_Likert Uncontrolled_Fires We want to reduce the burning of the areas because it destroys the environment NaN NaN NaN NaN NaN NaN
65 66 Ntambu ward Ntambu central cfmg NaN Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many Strongly_Agree_Likert The traditional methods of harvesting such as poaching, burning and cutting down of trees Strongly_Agree_Likert NaN NaN NaN Strongly_Agree_Likert NaN NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If there are other sources of earning a living Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture That is the main stay of living Agriculture_Areas_Dependent NaN NaN NaN NaN NaN
66 67 Ntambu ward NaN NaN NaN Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many NaN There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment Strongly_Agree_Likert Strongly_Agree_Likert Even the Bible says do not forget your roots NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Through management of the forest and through capacity buildiing Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys the flowers for the production of honey which is reduced Forest_Dependent That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer NaN NaN NaN NaN
67 68 Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Disagree_Likert There is nothing Disagree_Likert Strongly_Disagree_Likert We do not include it in our aspect Source_Income_Purpose Agree_Likert Material_Connection For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly 3to4Years_Long Agree_Likert Agree_Likert Undecided_Likert It is a challenge to change because there are always up and downs when changing from one situtation to the other Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Wood_Extraction The people that make charcoal cut down trees that are fresh and they cut a huge area Wetlands_Dependent Water is life and is used in every situation such as cultivation, watering gardens NaN NaN NaN NaN
68 69 Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter Agree_Likert Agree_Likert We always follow what we are told NaN Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Disagree_Likert Disagree_Likert NaN Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Agree_Likert NaN NaN Agriculture_Areas_Dependent It brings us food as well as income NaN NaN NaN NaN
69 70 Namwala Central ward Not applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Undecided_Likert I have no idea Agree_Likert NaN NaN NaN Undecided_Likert NaN NaN 3to4Years_Long Undecided_Likert Undecided_Likert Disagree_Likert NaN Agree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture NaN Wetlands_Dependent NaN NaN NaN NaN NaN
70 71 Namwala Central ward Shapopa shachala Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Disagree_Likert A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place Strongly_Agree_Likert Strongly_Agree_Likert We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert There is climate change that forces to change the livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys a lot of biodiversity such as eggs of birds and snakes Forest_Dependent During floods cattle go to the forest areas where they graz NaN NaN NaN NaN
71 72 Namwala Central ward Manokubwana Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Agree_Likert There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Undecided_Likert Agree_Likert We only depend on domecticated animals Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Wood_Extraction Their livelihood depends on the activities of charcoal burning Agriculture_Areas_Dependent Thats where we get our food from NaN NaN NaN NaN
72 73 Namwala Central ward Sepa sahao MPCS gardening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Agree_Likert The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Disagree_Likert Agree_Likert As long as there is support from somewhere Agree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Grazing The animals are always grazing through the vegetation and there is no room given to plants to sprout out Agriculture_Areas_Dependent Because am a farmer NaN NaN NaN NaN
73 74 Namwala Central ward Tusole youth centre Gardening NaN SCRiKA_LS yes NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
74 75 Namwala Central ward Chinyemu B Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers Agree_Likert Strongly_Disagree_Likert There is nothing included NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert If there are resources we can change the livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are cut for charcoal, the stem dies and no replacement for it Agriculture_Areas_Dependent That is where we farm the products NaN NaN NaN NaN
75 76 Namwala Central ward Chiyemyu A Gargening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many Disagree_Likert There is nothing NaN Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert As long as we have no where to depend on for our livelihoods Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires Fire destroys everything than the others because even the biodiversity get killed Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
76 77 Namwala Central ward Maselo widows club Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities Strongly_Disagree_Likert Agree_Likert The groups have their own mission like our group we give money to the orphans from the profit we make Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fires cuts across a huge area and kills everything on it way Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
77 78 Namwala Central ward Namwala multipurpose coperetive Gardening, chicken rearing and winter maize Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing is considered Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Disagree_Likert Agree_Likert Agree_Likert Thing are evolving thus I cannot be stagnant Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture Most of the land is used for agriculture purposes and cutting is done at a large scale Agriculture_Areas_Dependent That where we get most of the food crops and livelihood is dependent on it NaN NaN NaN NaN
78 79 Namwala Central ward Savings for change Nakable Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 10to20People_Many Disagree_Likert I have not heard of anything like that NaN Undecided_Likert NaN NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Because am used to it Disagree_Likert Agree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires NaN NaN It destroys life and it is difficult to regenerate NaN NaN NaN NaN
79 80 Namwala Central ward Maunga saving group Saving NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many Strongly_Agree_Likert There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed Strongly_Agree_Likert Strongly_Agree_Likert We do not do it Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as we are helped with altrenative livelihoods Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires Burning destroys life and everything in it Agriculture_Areas_Dependent Our livelihood is based on farming NaN NaN NaN NaN
80 81 Namwala Central ward Alternative livelihood Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Agree_Likert There are bad fishing methods as well as people settling in the game parks Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert We are trying to shift to make gardens for our livelihoods Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire destroys almost everything Agriculture_Areas_Dependent They are a source of source of livelihood NaN NaN NaN NaN
81 82 Namwala Central ward Shomachako saving group Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Greaterthan40People_Many Disagree_Likert There is nothing that i know that can hinder Disagree_Likert Disagree_Likert We do not do it Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Disagree_Likert When changing to another lifestyle it means that you are starting a new life Agree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Land_Agriculture It causes soil erossion Agriculture_Areas_Dependent That where we get food crops for our livehoods NaN NaN NaN NaN
82 83 Namwala Central ward Namwala persons with disabilities Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert Nothing is considered Nature_Protection_Purpose Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert The way things of climate change are it calls for changes Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Land_Agriculture The agriculture activities is about uprooting the tree thus distruction of the environment Forest_Dependent The area for farming are found in the forest areas NaN NaN NaN NaN
83 84 Namwala Central ward ShibukoloMPCS Goat rearing NaN SCRiKA_LS yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Agree_Likert As long as there are different alternative livelihoods Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning covers a huge area and kills all the biodiversity on it ways Wetlands_Dependent That where our cattle graze NaN NaN NaN NaN
84 85 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
85 86 Mbila ward Nanagwe goat rearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Agree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Disagree_Likert Agree_Likert Yes because we are depending of the catle we are looking after thus it is easy to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Wood_Extraction The making of charcoal mainly focuses on big trees that make a desert in the area Agriculture_Areas_Dependent That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources NaN NaN NaN NaN
86 87 Mbila ward Kaunga goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Undecided_Likert I do not know Undecided_Likert Undecided_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN NaN Disagree_Likert Disagree_Likert Strongly_Agree_Likert If there is no profit in one livelihood I can change to another type of livelihood Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Strongly_Agree_Likert Wood_Extraction It destroys the tree if everyone was to cutting trees for energy Agriculture_Areas_Dependent We are farmers by nature NaN NaN NaN NaN
87 88 Mbila ward Shandubula borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Disagree_Likert There is nothing Disagree_Likert Disagree_Likert Not included NaN Disagree_Likert Material_Connection NaN 7to8Years_Long Disagree_Likert Strongly_Agree_Likert Agree_Likert It is not easy but it is important to change because of climate change where you have to change without taking alternative Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture Agriculture_Areas_Dependent Thats a source of food crops NaN NaN NaN NaN
88 89 NaN NaN Mbila ward Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Disagree_Likert NaN Nature_Protection_Purpose NaN Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Our livelihood depends on farming as our main activities Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent Thats were food comes from NaN NaN NaN NaN
89 90 Mbila ward Mabula borehore Gardening NotApplicable_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is no such things Undecided_Likert Strongly_Disagree_Likert We do not include Nature_Protection_Purpose Strongly_Agree_Likert NaN NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert Changing is difficult but when you get used it is fine Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Wood_Extraction If the trees are cut the environment would be destroyed and the air quality would be bad Agriculture_Areas_Dependent Thats where we get food for eating or our livelihood NaN NaN NaN NaN
90 91 Mbila ward hikolo borehole project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing included NaN Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Because we are always depending on farming thus a change would lead us to access through that we do not have currently Strongly_Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When you cut trees the rainfall will reduce that will lead to animals dying of thirst Agriculture_Areas_Dependent Where we cultivate, that is were we get crops NaN NaN NaN NaN
91 92 Mbila ward Makumucha Dip Tank Dipping cattle 4to8Lima_Size SCRiKA_LS yes Greaterthan40People_Many Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert We are always focused in agriculture thus it is a little bit difficult to change Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires There is no clear law that prevents people from being scared of burning the bush Agriculture_Areas_Dependent That is were food and income come from to help us NaN NaN NaN NaN
92 93 Mbila ward Twapenga goat Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Agree_Likert No answer Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert No answer Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Uncontrolled_Grazing NaN Agriculture_Areas_Dependent Thats where we get maize our staple food from farming NaN NaN NaN NaN
93 94 Mbila ward Muchenje Poultry Poutry rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Agree_Likert NaN Agree_Likert Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Experiential_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Agree_Likert I would prefer to shift to gardening that other activities Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent We are keeping birds and gardening thus the forest can be protected as well as the animals NaN NaN NaN NaN
94 95 Mbila ward Twambo bee keeping Bee keeking Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert Thee is nothing Agree_Likert Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Disagree_Likert Agree_Likert If the change leads to a better life it can be easy Agree_Likert Agree_Likert Agree_Likert NaN Undecided_Likert NaN NaN Forest_Dependent That were we are found NaN NaN NaN NaN
95 96 Mbila ward Nakaalanta borehole Geradening NaN SCRiKA_LS yes 30to40People_Many Agree_Likert There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits Disagree_Likert Agree_Likert They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money Nature_Protection_Purpose Agree_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert If there are some guidelines to assist in changing the livelihood Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture The huge land is cleared for gardens Agriculture_Areas_Dependent Source of food crops NaN NaN NaN NaN
96 97 Mbila ward Mikimutuba birehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Not included Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert It is but currently there is drought thus difficult to change Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction It is a continuous process of cutting tree for charcoal thus it destroys the landscape Agriculture_Areas_Dependent The wetlands are dry thus, we depend on agriculture for food crops NaN NaN NaN NaN
97 98 Mbila ward Mutwe Mano poutry Rearing chichen and incubators Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert I do not know because the livelihood I would change might be worse than the current one Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction The rainfall will reduce and there would be too much wind as well as climate change Agriculture_Areas_Dependent Thats where get crops for food NaN NaN NaN NaN
98 99 Mbila ward Munyinga cattle reatpring Dip tanknfor cattle 4to8Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Agree_Likert It can be changed with dependency to climate change Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are reduced we are going to have a problem with the rainfall Agriculture_Areas_Dependent That were food is gotten and a borehole can be sank NaN NaN NaN NaN
99 100 Mbila ward Yomena borehole Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
100 101 Luubwe ward Muntu Monzo goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many Strongly_Agree_Likert Some people still want to lead a life of hunting and the use of mosquito nets for catching fish Strongly_Agree_Likert Strongly_Agree_Likert The project is bettering our lives Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as there are more advantages than disadvantages as well as technology allow it to be done Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture There are a lot of famers thus it is the major contributor Wetlands_Dependent,Forest_Dependent Animals graze in the forest and wetland and houses are made from trees from the forest NaN NaN NaN NaN
101 102 Luubwe ward Inkabe yalaangana goat Dip tqnk and gaot reatpring 4to8Lima_Size SCRiKA_LS yes 20to30People_Many Agree_Likert NaN NaN NaN NaN NaN Agree_Likert Material_Connection NaN NaN Strongly_Disagree_Likert Agree_Likert Agree_Likert NaN Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
102 103 Luubwe ward Luubwe Livestock Centre Dipping and gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Disagree_Likert NaN Agree_Likert Disagree_Likert NaN Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert But we only depend on the forest and wetlands Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Land_Agriculture Source of livelihood such as crops Forest_Dependent Thats were our animals feed NaN NaN NaN NaN
103 104 Luubwe ward Maubi Cattle restocking Dipp tank Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Agree_Likert The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants Disagree_Likert Disagree_Likert There is nothing Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Disagree_Likert Strongly_Disagree_Likert The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Land_Agriculture NaN Wetlands_Dependent,Forest_Dependent The animals graze in the wetlands as well as in the forest NaN NaN NaN NaN
104 105 Omba ward Tunjile Goat Structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert They are under the control of the Chief who can make changes to them NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert If we are changing to the better one Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Land_Agriculture We are farmers Agriculture_Areas_Dependent Thats were we get our income NaN NaN NaN NaN
105 106 Omba ward Mmbiza solar powered Gerdening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Disagree_Likert NaN NaN Strongly_Disagree_Likert NaN NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Life is hard due to high cost of commodities Strongly_Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Uncontrolled_Fires The animals can have problems where to find food Agriculture_Areas_Dependent Everything comes from agriculture NaN NaN NaN NaN
106 107 Omba ward Hangoma Solar powered Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing Disagree_Likert Strongly_Disagree_Likert There is nothing that is included NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert We have only one activity that we do here such as farming thus changing is difficult Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires When you burn the bush it destroys both the tree and as well as the animals Agriculture_Areas_Dependent It is where we farm our crops NaN NaN NaN NaN
107 108 Omba ward Habanyama solor power Gardenning Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall Strongly_Disagree_Likert Strongly_Disagree_Likert They are not taken into consideration Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Disagree_Likert Disagree_Likert Our livelihood is just based on farming Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Uncontrolled_Fires The burning makes the trees dry as well as young animals get killed Wetlands_Dependent Water is a source of life for our animals such as cattle NaN NaN NaN NaN
108 109 Omba ward Shaamba Solar Power Gardenung Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert Some cultural activities such as getting roots from the trees for medicine can destroy the trees Agree_Likert Strongly_Disagree_Likert The project can be destroyed because of culture Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Disagree_Likert Disagree_Likert We always use products from the forest Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The fire distroys almost everything even birds in the forest are destroyed Agriculture_Areas_Dependent We are farmers by nature NaN NaN NaN NaN
109 110 Omba ward Shamba goat structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert NaN Disagree_Likert Our livelihood is difficult at the moment because of climate change Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor Agriculture_Areas_Dependent We are farmers by nature in southern province NaN NaN NaN NaN
110 111 Omba ward Sikapande solar powered borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Disagree_Likert Only in not following the laws NaN Strongly_Agree_Likert When we have been taught Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert NaN NaN NaN Agriculture_Areas_Dependent Thats were we get income from NaN NaN NaN NaN
111 112 Omba ward Fumbe Fumbe solar borehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many NaN NaN NaN NaN NaN NaN Disagree_Likert Experiential_Connection,Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert There is a problem with the boreholes Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN NaN NaN
112 113 Omba ward Habulungu solar powered Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Disagree_Likert Disagree_Likert There is no problem thus we cannot change Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The burning of the bush destroys the environment Wetlands_Dependent Water is life because our cattle drink water from the wetlands NaN NaN NaN NaN
113 114 Omba ward Maika Male Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals depend on grass thus if burnt the animals would die Wetlands_Dependent Water is life and our domesticated animals need water and we depend on the animals NaN NaN NaN NaN
114 115 Omba ward Moomba goat structure Giat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many Strongly_Agree_Likert Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert It is not easy but it is a good thing Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Land_Agriculture we depend on farming for our livelihood Agriculture_Areas_Dependent Thats where we get our food crops NaN NaN NaN NaN
115 116 Omba ward Mbalanji goatvrearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many Strongly_Disagree_Likert There is nothing Disagree_Likert Strongly_Agree_Likert The traditional leaders have to accept that a certain project has to be done on a specific place Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert The person can not change unless the person is shown what to do Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction For charcoal, people burn big tree that destroys the habitat for animals Agriculture_Areas_Dependent Thats where we get food crops and income NaN NaN NaN NaN
116 117 Omba ward Tugwasane goat structure Goat rearing NaN SCRiKA_LS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
117 118 Omba ward Kamuseka solar project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many NaN NaN NaN Strongly_Disagree_Likert There is nothing NaN Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Disagree_Likert We can not manage to live without depending on the forest like our craw we use the trees Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Disagree_Likert Land_Agriculture NaN Agriculture_Areas_Dependent From agriculture we get food crops and income NaN NaN NaN NaN
118 119 Omba ward Omba Solar borehole Gardening NaN SCRiKA_LS yes 20to30People_Many Undecided_Likert No response Agree_Likert Disagree_Likert The projects are not associated with the cultural aspects Nature_Protection_Purpose Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert The way we live we adapt any environment like now we have climate change thus we have adapted to challenges Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt Agriculture_Areas_Dependent That is the major activity around this area NaN NaN NaN NaN
119 120 Kalobolelwa ward NaN Goat reaeing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Thee is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long NaN Disagree_Likert Disagree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it Agriculture_Areas_Dependent From there we have food crops NaN NaN NaN NaN
120 121 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Undecided_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The grass for grazing animals would be destroyed Agriculture_Areas_Dependent Thats were we get food for our living NaN NaN NaN NaN
121 122 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN NaN NaN Undecided_Likert Strongly_Disagree_Likert We do not Source_Income_Purpose Undecided_Likert Material_Connection 3to4Years_Long Strongly_Disagree_Likert Disagree_Likert Disagree_Likert It is only the starting point that is difficult to change because in needs finances Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys the food for the elephants on which it depends after it has been burnt Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
122 123 Kalobolelwa ward Lichichecho goat rearing project Gost rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Disagree_Likert Because i do not have the livelihood am shifting to Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Uncontrolled_Fires Fire destroys the habitat of animals Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
123 124 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert NaN Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Undecided_Likert Disagree_Likert Undecided_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals feed on the grass and when the grass is burnt the animals come into the community to disturb Agriculture_Areas_Dependent Thats where we get food NaN NaN NaN NaN
124 125 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert Not considered Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Disagree_Likert Strongly_Disagree_Likert We have our livelihoods Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It burns the destroys the habitat of the animals Agriculture_Areas_Dependent We are more into farming NaN NaN NaN NaN
125 126 Kalobolelwa ward NaN Goat NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Agree_Likert Agree_Likert If we find someone to assist us we can change Strongly_Disagree_Likert Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert Wood_Extraction Cutting down trees comes with it strong wind Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
126 127 Kalobolelwa ward NaN Goat NaN SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Undecided_Likert NaN Undecided_Likert Undecided_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Am not sure of the future thus i cannaot change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Undecided_Likert NaN NaN Agriculture_Areas_Dependent Thats where food comes from NaN NaN NaN NaN
127 128 Kalobolelwa ward Ituse garde ing NaN Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert It is a challenge Undecided_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Other NaN Agriculture_Areas_Dependent We are farmers NaN NaN Cutting down trees for sale NaN
128 129 Mwanambuyu ward Lituye piggery project Giggery rearing NaN SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Agree_Likert Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Disagree_Likert Agree_Likert Strongly_Disagree_Likert The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Land_Agriculture Thats is where our food comes from Wetlands_Dependent Thats were we have our animals graze NaN NaN NaN NaN
129 130 Mwanambuyu ward Tamahano Piggary Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Agree_Likert The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing Agree_Likert Strongly_Disagree_Likert It is because the project does not come through BRE Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 7to8Years_Long Disagree_Likert Agree_Likert Strongly_Disagree_Likert It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Land_Agriculture Cutting down trees to make garden""matema"" meaning the trees will not be replaced. Wetlands_Dependent When the floods go they leave moisture thats helps people grow their crops NaN NaN NaN NaN
130 131 Mwanambuyu ward Luswalane piggery Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert They are not part of the project NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Fire burns everything in terms of life Agriculture_Areas_Dependent Thats where we grow our food crops NaN NaN NaN NaN
131 132 Mwanambuyu ward Swalapilu gardening Gardening Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Undecided_Likert Material_Connection NaN 7to8Years_Long Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert The person leading a better life he cannot change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Undecided_Likert Uncontrolled_Fires The fire destroys the grazing grass for the animals Wetlands_Dependent In the wetlands is where we cultivate rice as well as get water for watering the gardens NaN NaN NaN NaN
132 133 Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert NaN Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If we have the knowledge to use thing that have been given to us by the government and live a good life Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires People are always burning the bush without any control Agriculture_Areas_Dependent That is were we get food for eating NaN NaN NaN NaN
133 134 Mwanambuyu ward Kwitingile gardenning Gardening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not NaN Strongly_Disagree_Likert Material_Connection NaN 7to8Years_Long Agree_Likert Agree_Likert Agree_Likert If there is a law that ask us to change we can do it Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys all life Agriculture_Areas_Dependent Thats were we grow crops NaN NaN NaN NaN
134 135 Mwanambuyu ward Mandiyanje Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert Nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Agree_Likert Agree_Likert Agree_Likert As long as I have help from somewhere Strongly_Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Fire burns the whole area Agriculture_Areas_Dependent Thats were we get food NaN NaN NaN NaN
135 136 Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert It is easier after a long time or process Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires Burning kills at lot of things and biodiversity Agriculture_Areas_Dependent Thats where our food crops come from NaN NaN NaN NaN
136 137 Mwanambuyu ward NaN Goat reatpring Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Am at an old age thus i cannot change my livelihood Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees cut are a lot thus it distructs a lot Agriculture_Areas_Dependent Thats where food crops comes from NaN NaN NaN NaN
137 138 Mwanambuyu ward Sopu Siwa project Cassava 4to8Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not because we only follow the teachings Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 7to8Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as we have what to use to change them Strongly_Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Wood_Extraction When the trees are cut, they do not grow again Agriculture_Areas_Dependent Thats where we get our food crops NaN NaN NaN NaN
138 139 Mwanambuyu ward Mundimunene Piggery Piggery NotApplicable_Size SCReBS_WESTERN yes Lessthan10People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert The cultural aspects are not included Source_Income_Purpose Strongly_Disagree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert I have limited responsibility thus it is easy to change Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The cutting down tree brings drought Agriculture_Areas_Dependent Thats where we get food crops NaN NaN NaN NaN
139 140 Yeta ward Kolo Goat rearing Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert The cultural aspects are not included Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert I just have to continue trying Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees had been cut in our area and possing a treat of strong winds Agriculture_Areas_Dependent We are farmers of rice NaN NaN NaN NaN
140 141 Yeta ward Kutiya goat Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 5to6Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert This period is of climate change that calls for different way of doing things Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Wood_Extraction When it rains the water just flows due to lack of trees to block them Agriculture_Areas_Dependent That were we get our food crops NaN NaN NaN NaN
141 142 Yeta ward Yeta Fibre Project Making Fibre from the roots of trees with disturbing the trees Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert NaN Agree_Likert Agree_Likert We included the induna Nature_Protection_Purpose Strongly_Disagree_Likert Material_Connection NaN 3to4Years_Long Agree_Likert Agree_Likert Strongly_Agree_Likert If am empowered, it is easy Strongly_Agree_Likert Strongly_Disagree_Likert NaN Undecided_Likert Agree_Likert Wood_Extraction It can lead to climate due lack of trees Wetlands_Dependent We cultivate in the flood plains were we can and that is where animals graze NaN NaN NaN NaN
142 143 Yeta ward NaN To give moisture to crops Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert No we do not Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert If you use the knowledge adquately it is easier Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires The animals will not have where to graz thus make them move long distance to find pastures Agriculture_Areas_Dependent Thats where we get food from NaN NaN NaN NaN
143 144 Yeta ward Namangu Fibre/Poultry/Mushroom project Making fibre from roots rearing of chicken and growing of mashrooms NotApplicable_Size SCReBS_WESTERN yes 20to30People_Many Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert They are not included Source_Income_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert As long as there is need for me to change as well as climate change Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires The rainfall is back up by green vegetation thus when burnt there will be less rainfall Agriculture_Areas_Dependent We are farmers NaN NaN NaN NaN
144 145 Yeta ward NaN Biochar NotApplicable_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Agree_Likert Strongly_Disagree_Likert We do not include Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert It is easier as long as there is commitment Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires When the trees get burnt, they dry and thats the reason we have less rainfall Agriculture_Areas_Dependent That is where we get our crops from NaN NaN NaN NaN
145 146 Yeta ward NaN Biochar NaN PIN_WESTERN no NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
146 147 Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Agree_Likert Only the indunas that send the representative to learn and they accept the project in the community Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert The person can make a decision through looking back to what he or she has done so as to make corrective measures Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Wood_Extraction They use Chitemene system of just cutting trees for charcoal Agriculture_Areas_Dependent We farmers NaN NaN NaN NaN
147 148 Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing NaN Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert As long as you are committed Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Wood_Extraction The trees that are cut and made into charcoal, the trunks or stems do not grow Agriculture_Areas_Dependent Thats where we get food and money NaN NaN NaN NaN
148 149 Yeta ward B iochar Gardenning 8to12Lima_Size PIN_WESTERN no NaN Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert There is nothing Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN 3to4Years_Long Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert It is difficult but as long as you follow what you have been taught you can change Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys everything on its ways Agriculture_Areas_Dependent That were our food crops are found NaN NaN NaN NaN
149 150 Yeta ward Piggery, fishponds and gardening Fish ponds and piggery and gerdening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many Strongly_Disagree_Likert There is nothing Strongly_Disagree_Likert Strongly_Disagree_Likert We do not do it Nature_Protection_Purpose Strongly_Agree_Likert Material_Connection NaN Greaterthan9Years_Long Strongly_Disagree_Likert NaN Strongly_Agree_Likert As long as I have the capacity to do so Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Uncontrolled_Fires It destroys everything on its path Wetlands_Dependent Thats where we plant maize and rice NaN NaN NaN NaN

6. Selection of Likert Scale Columns¶

The columns that had likert scale responses were group in a single dataframe and they are 12 in number the columns were looking at the following questions as numbered in the questionaire:

  • '45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?
  • '47. Do you think some cultural practices can be changed?',
  • '48. Do you consider cultural aspects when formulating the livelihood projects?',
  • '51. Do you think there is need to measure indicators when managing landscapes?',
  • '55. Does your livelihood depend on the natural resources for a living?',
  • '56. Do you consider changing your livelihood strategy in future?',
  • '57. Do you think it is easier to change your livelihood practices?',
  • '59. Have the ecosystem services reduced from the inception of the project in your ward?',
  • '60. Has the deforestation increased in the ward?',
  • '61. Do you think protected areas are a hindrance to your livelihoods?',
  • '62. Are there new livelihood projects that you think of that have never been implemented?',
  • '63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?'
In [180]:
df3=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,9,12,13,15,16,17,21,27,28,29,30,31,32,33,34]], axis = 1)
In [181]:
df3
Out[181]:
Cultural_Practices_Hinder Cultural_Practices_Changed Cultural_Aspects_Considered Measure_Indicators Livilihood_Depenedent Change_Livelihood Change_Livelihood_Easy Ecosystem_Services_Reduced Deforestaion_Increased Protected_Areas_Hinderarnce_Livelihood New_Livelihood_Projects Subprojects_Sustainability_Contribution
0 Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert
1 Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
2 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert
3 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert
4 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
5 Strongly_Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
6 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
7 Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
8 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
9 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
10 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
11 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
12 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
13 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert
14 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert
15 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert
16 Strongly_Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert
17 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert
18 Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert
19 Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert NaN Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert
20 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert
21 Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
22 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
23 Strongly_Agree_Likert Undecided_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert NaN
24 Agree_Likert Agree_Likert Agree_Likert Undecided_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
25 Strongly_Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert
26 NaN NaN NaN Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert
27 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
28 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
29 Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Undecided_Likert Undecided_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert
30 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert
31 Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
32 Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
33 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert
34 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Undecided_Likert Undecided_Likert Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Agree_Likert
35 Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
36 Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert
37 Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert
38 Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert
39 Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert
40 Disagree_Likert Undecided_Likert Undecided_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert
41 Strongly_Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
42 Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert
43 Disagree_Likert Disagree_Likert Undecided_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert
44 Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert
45 Disagree_Likert Undecided_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
46 Agree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert
47 Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert
48 NaN NaN NaN NaN NaN NaN NaN Agree_Likert Agree_Likert NaN NaN NaN
49 Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert
50 Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
51 Strongly_Disagree_Likert Agree_Likert Undecided_Likert Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
52 Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert
53 Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert
54 Disagree_Likert Disagree_Likert NaN Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert
55 Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert
56 Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
57 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert
58 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
59 Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Agree_Likert NaN Agree_Likert
60 Strongly_Disagree_Likert NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN NaN NaN NaN NaN NaN NaN
61 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
62 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
63 Disagree_Likert NaN NaN Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert
64 Agree_Likert NaN NaN Undecided_Likert Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Undecided_Likert Agree_Likert
65 Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
66 NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert
67 Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Undecided_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert
68 Agree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Agree_Likert
69 Undecided_Likert Agree_Likert NaN Undecided_Likert Undecided_Likert Undecided_Likert Disagree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert
70 Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
71 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert Undecided_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert
72 Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert NaN Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert
73 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
74 Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
75 Disagree_Likert NaN Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert
76 Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
77 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert
78 Disagree_Likert NaN Undecided_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert
79 Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert
80 Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
81 Disagree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert
82 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert
83 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
84 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
85 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert
86 Undecided_Likert Undecided_Likert Undecided_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Strongly_Agree_Likert
87 Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
88 Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
89 Strongly_Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
90 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert
91 Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
92 Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert
93 Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert
94 Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Agree_Likert NaN Undecided_Likert
95 Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert
96 Strongly_Disagree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
97 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert
98 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
99 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
100 Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
101 Agree_Likert NaN NaN Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert
102 Disagree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert
103 Agree_Likert Disagree_Likert Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert
104 Strongly_Disagree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert
105 Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert
106 Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert
107 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert
108 Strongly_Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Disagree_Likert Disagree_Likert Undecided_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
109 NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert NaN Disagree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
110 Disagree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert NaN
111 NaN NaN NaN Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
112 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert
113 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
114 Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
115 Strongly_Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
116 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
117 NaN NaN Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Disagree_Likert
118 Undecided_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert
119 Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert NaN Disagree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert
120 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
121 NaN Undecided_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
122 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Undecided_Likert Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Disagree_Likert Agree_Likert Agree_Likert Agree_Likert
123 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Undecided_Likert Disagree_Likert Undecided_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert
124 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert
125 Strongly_Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert NaN Agree_Likert Strongly_Agree_Likert
126 Undecided_Likert Undecided_Likert Undecided_Likert Strongly_Agree_Likert Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Undecided_Likert
127 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Disagree_Likert Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert
128 Strongly_Disagree_Likert Agree_Likert Disagree_Likert Strongly_Agree_Likert Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert
129 Agree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Disagree_Likert Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
130 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
131 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Undecided_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Disagree_Likert Undecided_Likert
132 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
133 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert
134 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert NaN Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert
135 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
136 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
137 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Disagree_Likert Agree_Likert Strongly_Agree_Likert
138 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
139 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
140 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Disagree_Likert
141 Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Disagree_Likert Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert NaN Undecided_Likert Agree_Likert
142 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
143 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert
144 Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert
145 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
146 Strongly_Disagree_Likert Strongly_Disagree_Likert Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert
147 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert
148 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert NaN Strongly_Disagree_Likert Strongly_Agree_Likert
149 Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert NaN Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Strongly_Agree_Likert Strongly_Agree_Likert

7. The Number of Responses¶

The number of responses were counted for each column that had a likert scale and the NaN indicates no response

In [182]:
all_counts = df3.apply(pd.Series.value_counts, dropna=False)
In [183]:
all_counts
Out[183]:
Cultural_Practices_Hinder Cultural_Practices_Changed Cultural_Aspects_Considered Measure_Indicators Livilihood_Depenedent Change_Livelihood Change_Livelihood_Easy Ecosystem_Services_Reduced Deforestaion_Increased Protected_Areas_Hinderarnce_Livelihood New_Livelihood_Projects Subprojects_Sustainability_Contribution
Agree_Likert 20 29 19 28 35 39 46 39 16 14.0 58 37
Disagree_Likert 22 22 20 4 25 37 24 13 32 19.0 15 4
Strongly_Agree_Likert 21 29 22 81 44 38 49 72 72 15.0 36 81
Strongly_Disagree_Likert 70 41 66 22 32 20 18 16 17 83.0 19 15
Undecided_Likert 4 9 7 7 4 5 4 3 1 NaN 10 3
NaN 13 20 16 8 10 11 9 7 12 19.0 12 10

7.1 Transposing the Dataframe Table¶

The columns and the rows were interchanged so that they can be easily presented on the graph
In [184]:
all_counts1 = all_counts.head().T
In [185]:
all_counts1
Out[185]:
Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert
Cultural_Practices_Hinder 20.0 22.0 21.0 70.0 4.0
Cultural_Practices_Changed 29.0 22.0 29.0 41.0 9.0
Cultural_Aspects_Considered 19.0 20.0 22.0 66.0 7.0
Measure_Indicators 28.0 4.0 81.0 22.0 7.0
Livilihood_Depenedent 35.0 25.0 44.0 32.0 4.0
Change_Livelihood 39.0 37.0 38.0 20.0 5.0
Change_Livelihood_Easy 46.0 24.0 49.0 18.0 4.0
Ecosystem_Services_Reduced 39.0 13.0 72.0 16.0 3.0
Deforestaion_Increased 16.0 32.0 72.0 17.0 1.0
Protected_Areas_Hinderarnce_Livelihood 14.0 19.0 15.0 83.0 NaN
New_Livelihood_Projects 58.0 15.0 36.0 19.0 10.0
Subprojects_Sustainability_Contribution 37.0 4.0 81.0 15.0 3.0

7.2 Changing the Order of Columns¶

The order of columns was changed so that they can be easily analysed
In [186]:
all_counts2 = all_counts1.iloc[:, [3, 1, 4, 0, 2]]
In [187]:
all_counts2 
Out[187]:
Strongly_Disagree_Likert Disagree_Likert Undecided_Likert Agree_Likert Strongly_Agree_Likert
Cultural_Practices_Hinder 70.0 22.0 4.0 20.0 21.0
Cultural_Practices_Changed 41.0 22.0 9.0 29.0 29.0
Cultural_Aspects_Considered 66.0 20.0 7.0 19.0 22.0
Measure_Indicators 22.0 4.0 7.0 28.0 81.0
Livilihood_Depenedent 32.0 25.0 4.0 35.0 44.0
Change_Livelihood 20.0 37.0 5.0 39.0 38.0
Change_Livelihood_Easy 18.0 24.0 4.0 46.0 49.0
Ecosystem_Services_Reduced 16.0 13.0 3.0 39.0 72.0
Deforestaion_Increased 17.0 32.0 1.0 16.0 72.0
Protected_Areas_Hinderarnce_Livelihood 83.0 19.0 NaN 14.0 15.0
New_Livelihood_Projects 19.0 15.0 10.0 58.0 36.0
Subprojects_Sustainability_Contribution 15.0 4.0 3.0 37.0 81.0

7.3 Visualising the Results¶

The results were visualised in form of number of responses
In [188]:
%matplotlib inline
plot_likert.plot_counts(all_counts2, plot_likert.scales.agree,  plot_percentage=False, bar_labels=True, bar_labels_color="snow", colors=plot_likert.colors.default_with_darker_neutral)
plt.title("Figure 1: The Total Number of Responses to Variables on Sustainable Transformation", fontsize=14)
plt.show()
C:\Users\nazin\AppData\Local\anaconda3\envs\NLTK_Py_3_12\Lib\site-packages\plot_likert\plot_likert.py:101: FutureWarning: parameter `plot_percentage` for `plot_likert.likert_counts` is deprecated, set it to None and use `compute_percentages` instead
  warn(
No description has been provided for this image

7.4 Converting the Responses to Percentages¶

The responses were converted to percentages
In [189]:
all_counts3 = df3.apply(lambda col: col.value_counts(normalize=True, dropna=False).round(2))
In [190]:
all_counts3 
Out[190]:
Cultural_Practices_Hinder Cultural_Practices_Changed Cultural_Aspects_Considered Measure_Indicators Livilihood_Depenedent Change_Livelihood Change_Livelihood_Easy Ecosystem_Services_Reduced Deforestaion_Increased Protected_Areas_Hinderarnce_Livelihood New_Livelihood_Projects Subprojects_Sustainability_Contribution
Agree_Likert 0.13 0.19 0.13 0.19 0.23 0.26 0.31 0.26 0.11 0.09 0.39 0.25
Disagree_Likert 0.15 0.15 0.13 0.03 0.17 0.25 0.16 0.09 0.21 0.13 0.10 0.03
Strongly_Agree_Likert 0.14 0.19 0.15 0.54 0.29 0.25 0.33 0.48 0.48 0.10 0.24 0.54
Strongly_Disagree_Likert 0.47 0.27 0.44 0.15 0.21 0.13 0.12 0.11 0.11 0.55 0.13 0.10
Undecided_Likert 0.03 0.06 0.05 0.05 0.03 0.03 0.03 0.02 0.01 NaN 0.07 0.02
NaN 0.09 0.13 0.11 0.05 0.07 0.07 0.06 0.05 0.08 0.13 0.08 0.07

7.4.1 Transposing the Dataframe Table¶

  Interchanging the rows and columns
In [191]:
all_counts4 = all_counts3.head().T
In [192]:
all_counts4
Out[192]:
Agree_Likert Disagree_Likert Strongly_Agree_Likert Strongly_Disagree_Likert Undecided_Likert
Cultural_Practices_Hinder 0.13 0.15 0.14 0.47 0.03
Cultural_Practices_Changed 0.19 0.15 0.19 0.27 0.06
Cultural_Aspects_Considered 0.13 0.13 0.15 0.44 0.05
Measure_Indicators 0.19 0.03 0.54 0.15 0.05
Livilihood_Depenedent 0.23 0.17 0.29 0.21 0.03
Change_Livelihood 0.26 0.25 0.25 0.13 0.03
Change_Livelihood_Easy 0.31 0.16 0.33 0.12 0.03
Ecosystem_Services_Reduced 0.26 0.09 0.48 0.11 0.02
Deforestaion_Increased 0.11 0.21 0.48 0.11 0.01
Protected_Areas_Hinderarnce_Livelihood 0.09 0.13 0.10 0.55 NaN
New_Livelihood_Projects 0.39 0.10 0.24 0.13 0.07
Subprojects_Sustainability_Contribution 0.25 0.03 0.54 0.10 0.02

7.4.2 Changing the Order of Columns¶

  The order of columns was changed
In [193]:
all_counts5 = all_counts4.iloc[:, [3, 1, 4, 0, 2]]
In [194]:
all_counts5 
Out[194]:
Strongly_Disagree_Likert Disagree_Likert Undecided_Likert Agree_Likert Strongly_Agree_Likert
Cultural_Practices_Hinder 0.47 0.15 0.03 0.13 0.14
Cultural_Practices_Changed 0.27 0.15 0.06 0.19 0.19
Cultural_Aspects_Considered 0.44 0.13 0.05 0.13 0.15
Measure_Indicators 0.15 0.03 0.05 0.19 0.54
Livilihood_Depenedent 0.21 0.17 0.03 0.23 0.29
Change_Livelihood 0.13 0.25 0.03 0.26 0.25
Change_Livelihood_Easy 0.12 0.16 0.03 0.31 0.33
Ecosystem_Services_Reduced 0.11 0.09 0.02 0.26 0.48
Deforestaion_Increased 0.11 0.21 0.01 0.11 0.48
Protected_Areas_Hinderarnce_Livelihood 0.55 0.13 NaN 0.09 0.10
New_Livelihood_Projects 0.13 0.10 0.07 0.39 0.24
Subprojects_Sustainability_Contribution 0.10 0.03 0.02 0.25 0.54

7.4.3 Visualising the Results¶

The results are visualised as pecentages
In [195]:
%matplotlib inline
plot_likert.plot_counts(all_counts5, plot_likert.scales.agree,  plot_percentage=True, figsize=(16, 7), bar_labels=True, bar_labels_color="snow", colors=plot_likert.colors.default_with_darker_neutral)
plt.title("Figure 2: The Percentage Number of Responses to Variables on Sustainable Transformation", fontsize=18)
plt.show()
C:\Users\nazin\AppData\Local\anaconda3\envs\NLTK_Py_3_12\Lib\site-packages\plot_likert\plot_likert.py:101: FutureWarning: parameter `plot_percentage` for `plot_likert.likert_counts` is deprecated, set it to None and use `compute_percentages` instead
  warn(
No description has been provided for this image

[Back to top]

8. Defined or Responses with Choices¶

The responses that had choices other than those with a likert scale were grouped in a pandas dataframe looking the following question:

  1. '50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?': 'Purpose_Landscape',
  2. '52. How is your connection to nature like?': 'Connection_Nature',
  3. '54. How long have you worked on this livelihood project?': 'Range_Years',
  4. '64. Which livelihood is a major contributor to landscape transformation?': 'Contributor_Landscape_Transformation',
  5. '66. Which type of landscape do you depend on much for a livelihood?': 'Landscape_Depended_Livelihood'
In [196]:
df4=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,8,9,10,11,12,14,16,18,19,20,21,22,23,24,25,26,28,30,31,32,33,34]], axis = 1)
In [197]:
df4
Out[197]:
Purpose_Landscape Connection_Nature Range_Years Contributor_Landscape_Transformation Landscape_Depended_Livelihood
0 Nature_Protection_Purpose Psychological_Connection,Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
1 Nature_Protection_Purpose Philosophical_Connection,Psychological_Connection Greaterthan9Years_Long Land_Agriculture Wetlands_Dependent
2 Nature_Protection_Purpose,Ancestral_Shrines_Purpose Experiential_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent,Wetlands_Dependent
3 Source_Income_Purpose Material_Connection Greaterthan9Years_Long Land_Agriculture Agriculture_Areas_Dependent
4 Nature_Protection_Purpose Philosophical_Connection,Psychological_Connection 5to6Years_Long Land_Agriculture Forest_Dependent,Wetlands_Dependent
5 Nature_Protection_Purpose Psychological_Connection 5to6Years_Long Land_Agriculture Agriculture_Areas_Dependent
6 Source_Income_Purpose Material_Connection NaN Wood_Extraction Agriculture_Areas_Dependent
7 Source_Income_Purpose Material_Connection 3to4Years_Long Land_Agriculture Wetlands_Dependent,Agriculture_Areas_Dependent
8 NaN Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
9 NaN Philosophical_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
10 Source_Income_Purpose,Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
11 Nature_Protection_Purpose Material_Connection 5to6Years_Long Land_Agriculture Agriculture_Areas_Dependent
12 Nature_Protection_Purpose,Source_Income_Purpose Other_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
13 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Wetlands_Dependent,Forest_Dependent
14 Source_Income_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
15 Nature_Protection_Purpose Other_Connection 3to4Years_Long Land_Agriculture Forest_Dependent
16 Source_Income_Purpose Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
17 Nature_Protection_Purpose Other_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
18 Source_Income_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Wetlands_Dependent
19 Source_Income_Purpose Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
20 Source_Income_Purpose Material_Connection 3to4Years_Long Wood_Extraction Forest_Dependent
21 Nature_Protection_Purpose,Other_Purpose Material_Connection 3to4Years_Long Wood_Extraction Wetlands_Dependent
22 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Wetlands_Dependent
23 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
24 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
25 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Forest_Dependent
26 NaN Material_Connection 3to4Years_Long Land_Agriculture Forest_Dependent
27 Nature_Protection_Purpose,Other_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
28 Source_Income_Purpose Material_Connection 3to4Years_Long Wood_Extraction Wetlands_Dependent
29 Nature_Protection_Purpose Material_Connection NaN Land_Agriculture Agriculture_Areas_Dependent
30 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
31 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
32 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Wetlands_Dependent,Forest_Dependent
33 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
34 Nature_Protection_Purpose Other_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
35 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Uncontrolled_Fires Forest_Dependent
36 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Wood_Extraction Agriculture_Areas_Dependent
37 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Land_Agriculture Wetlands_Dependent
38 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
39 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
40 Source_Income_Purpose,Other_Purpose Material_Connection Lessthan2Years_Long Uncontrolled_Fires Wetlands_Dependent
41 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
42 No_Idea_Purpose Other_Connection 7to8Years_Long Wood_Extraction Agriculture_Areas_Dependent
43 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Wetlands_Dependent
44 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Wetlands_Dependent
45 Other_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Wetlands_Dependent
46 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Forest_Dependent
47 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
48 NaN NaN NaN NaN NaN
49 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
50 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Land_Agriculture Agriculture_Areas_Dependent
51 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Wetlands_Dependent
52 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Wetlands_Dependent
53 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
54 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Forest_Dependent
55 Nature_Protection_Purpose Material_Connection Lessthan2Years_Long Uncontrolled_Fires Wetlands_Dependent
56 Nature_Protection_Purpose Material_Connection 3to4Years_Long NaN Agriculture_Areas_Dependent
57 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture NaN
58 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
59 NaN Material_Connection 7to8Years_Long Uncontrolled_Fires,Land_Agriculture Forest_Dependent
60 NaN NaN NaN NaN NaN
61 NaN NaN NaN NaN NaN
62 Source_Income_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Wetlands_Dependent
63 Nature_Protection_Purpose Other_Connection 3to4Years_Long Land_Agriculture NaN
64 NaN NaN 3to4Years_Long Uncontrolled_Fires NaN
65 NaN NaN 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
66 NaN Material_Connection 3to4Years_Long Uncontrolled_Fires Forest_Dependent
67 Source_Income_Purpose Material_Connection 3to4Years_Long Wood_Extraction Wetlands_Dependent
68 NaN Material_Connection 3to4Years_Long NaN Agriculture_Areas_Dependent
69 NaN NaN 3to4Years_Long Land_Agriculture Wetlands_Dependent
70 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Forest_Dependent
71 Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
72 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Grazing Agriculture_Areas_Dependent
73 NaN NaN NaN NaN NaN
74 NaN Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
75 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
76 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
77 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
78 NaN Material_Connection 5to6Years_Long Uncontrolled_Fires NaN
79 Source_Income_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
80 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
81 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Agriculture_Areas_Dependent
82 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Forest_Dependent
83 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Wetlands_Dependent
84 NaN NaN NaN NaN NaN
85 Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
86 Nature_Protection_Purpose Material_Connection NaN Wood_Extraction Agriculture_Areas_Dependent
87 NaN Material_Connection 7to8Years_Long Wood_Extraction Agriculture_Areas_Dependent
88 Nature_Protection_Purpose Material_Connection 5to6Years_Long Land_Agriculture Agriculture_Areas_Dependent
89 Nature_Protection_Purpose NaN 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
90 NaN Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
91 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
92 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Grazing Agriculture_Areas_Dependent
93 Nature_Protection_Purpose Experiential_Connection 5to6Years_Long Land_Agriculture Agriculture_Areas_Dependent
94 Nature_Protection_Purpose Material_Connection 5to6Years_Long NaN Forest_Dependent
95 Nature_Protection_Purpose Material_Connection 7to8Years_Long Land_Agriculture Agriculture_Areas_Dependent
96 Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
97 Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
98 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
99 NaN NaN NaN NaN NaN
100 Nature_Protection_Purpose Material_Connection 5to6Years_Long Land_Agriculture Wetlands_Dependent,Forest_Dependent
101 NaN Material_Connection NaN Land_Agriculture Agriculture_Areas_Dependent
102 Nature_Protection_Purpose Material_Connection 3to4Years_Long Land_Agriculture Forest_Dependent
103 Nature_Protection_Purpose Material_Connection 5to6Years_Long Land_Agriculture Wetlands_Dependent,Forest_Dependent
104 NaN Material_Connection 5to6Years_Long Land_Agriculture Agriculture_Areas_Dependent
105 NaN NaN 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
106 NaN Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
107 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Wetlands_Dependent
108 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
109 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
110 Nature_Protection_Purpose Material_Connection 5to6Years_Long NaN Agriculture_Areas_Dependent
111 NaN Experiential_Connection,Material_Connection 5to6Years_Long NaN NaN
112 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Wetlands_Dependent
113 NaN Material_Connection 5to6Years_Long Uncontrolled_Fires Wetlands_Dependent
114 Nature_Protection_Purpose Material_Connection 5to6Years_Long Land_Agriculture Agriculture_Areas_Dependent
115 Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
116 NaN NaN NaN NaN NaN
117 NaN Material_Connection 5to6Years_Long Land_Agriculture Agriculture_Areas_Dependent
118 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
119 Nature_Protection_Purpose Material_Connection Greaterthan9Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
120 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
121 Source_Income_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
122 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
123 Source_Income_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
124 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
125 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
126 Nature_Protection_Purpose Material_Connection 5to6Years_Long NaN Agriculture_Areas_Dependent
127 Nature_Protection_Purpose Material_Connection 7to8Years_Long Other Agriculture_Areas_Dependent
128 NaN Material_Connection 5to6Years_Long Land_Agriculture Wetlands_Dependent
129 Nature_Protection_Purpose Material_Connection 7to8Years_Long Land_Agriculture Wetlands_Dependent
130 NaN Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
131 Nature_Protection_Purpose Material_Connection 7to8Years_Long Uncontrolled_Fires Wetlands_Dependent
132 Nature_Protection_Purpose Material_Connection Greaterthan9Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
133 NaN Material_Connection 7to8Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
134 Nature_Protection_Purpose Material_Connection Greaterthan9Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
135 Nature_Protection_Purpose Material_Connection 5to6Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
136 NaN Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
137 Nature_Protection_Purpose Material_Connection 7to8Years_Long Wood_Extraction Agriculture_Areas_Dependent
138 Source_Income_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
139 Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
140 Nature_Protection_Purpose Material_Connection 5to6Years_Long Wood_Extraction Agriculture_Areas_Dependent
141 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Wetlands_Dependent
142 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
143 Source_Income_Purpose Material_Connection Greaterthan9Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
144 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
145 NaN NaN NaN NaN NaN
146 Nature_Protection_Purpose Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
147 NaN Material_Connection 3to4Years_Long Wood_Extraction Agriculture_Areas_Dependent
148 Nature_Protection_Purpose Material_Connection 3to4Years_Long Uncontrolled_Fires Agriculture_Areas_Dependent
149 Nature_Protection_Purpose Material_Connection Greaterthan9Years_Long Uncontrolled_Fires Wetlands_Dependent

8.1 The Purpose of Landscape to People¶

In [198]:
PL = df4['Purpose_Landscape'].value_counts(dropna=False)
PL_P = (df4['Purpose_Landscape'].value_counts(normalize=True, dropna=False).round(2))
In [199]:
PL_P
Out[199]:
Purpose_Landscape
Nature_Protection_Purpose                              0.62
NaN                                                    0.22
Source_Income_Purpose                                  0.11
Nature_Protection_Purpose,Other_Purpose                0.01
Nature_Protection_Purpose,Ancestral_Shrines_Purpose    0.01
Source_Income_Purpose,Nature_Protection_Purpose        0.01
Nature_Protection_Purpose,Source_Income_Purpose        0.01
Source_Income_Purpose,Other_Purpose                    0.01
No_Idea_Purpose                                        0.01
Other_Purpose                                          0.01
Name: proportion, dtype: float64
In [200]:
df_PL = pd.DataFrame(PL)
In [201]:
df_PL
Out[201]:
count
Purpose_Landscape
Nature_Protection_Purpose 93
NaN 33
Source_Income_Purpose 16
Nature_Protection_Purpose,Other_Purpose 2
Nature_Protection_Purpose,Ancestral_Shrines_Purpose 1
Source_Income_Purpose,Nature_Protection_Purpose 1
Nature_Protection_Purpose,Source_Income_Purpose 1
Source_Income_Purpose,Other_Purpose 1
No_Idea_Purpose 1
Other_Purpose 1
In [202]:
ax = sns.countplot(df4["Purpose_Landscape"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 3: Number of Responses on the Purpose of the Landscape", fontsize=14)
plt.show()
No description has been provided for this image

8.2 The Connection of Nature to People¶

In [203]:
CN = df4['Connection_Nature'].value_counts(dropna=False)
CN_P = (df4['Connection_Nature'].value_counts(normalize=True, dropna=False).round(2))
In [204]:
CN_P
Out[204]:
Connection_Nature
Material_Connection                                  0.82
NaN                                                  0.09
Other_Connection                                     0.04
Experiential_Connection                              0.01
Philosophical_Connection,Psychological_Connection    0.01
Psychological_Connection,Material_Connection         0.01
Psychological_Connection                             0.01
Philosophical_Connection                             0.01
Experiential_Connection,Material_Connection          0.01
Name: proportion, dtype: float64
In [205]:
df_CN = pd.DataFrame(CN)
In [206]:
df_CN
Out[206]:
count
Connection_Nature
Material_Connection 123
NaN 13
Other_Connection 6
Experiential_Connection 2
Philosophical_Connection,Psychological_Connection 2
Psychological_Connection,Material_Connection 1
Psychological_Connection 1
Philosophical_Connection 1
Experiential_Connection,Material_Connection 1
In [207]:
ax = sns.countplot(df4["Connection_Nature"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 4: The Number of Responses to Connection to Nature", fontsize=14)
plt.show()
No description has been provided for this image
In [208]:
agreement_levels = ["Material_Connection", "Other_Connection"]
CN_R = df2[df2["Connection_Nature"].isin(agreement_levels)]
CN_R1 = CN_R.drop(CN_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CN_R1grouped = CN_R1.groupby('Name_Main_Project')['Connection_Nature']
CN_R1
Out[208]:
Name_Main_Project Connection_Nature Connection_Nature_Reasons
3 TRALARD_LNM Material_Connection To use some of them for income
6 TRALARD_LNM Material_Connection They are a source of income and for the future generation to see them
7 TRALARD_LNM Material_Connection Source of income
8 TRALARD_LNM Material_Connection It is a source of income
10 TRALARD_LNM Material_Connection Thats were we get income as well as for example cattle we use it for cultivating
11 TRALARD_LNM Material_Connection The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected
12 TRALARD_LNM Other_Connection There is need to keep the fish for instance fish in the ponds so that they do not get extinct
13 TRALARD_LNM Material_Connection Because we are the ones who look after them on a daily basis
14 TRALARD_LNM Material_Connection It is a source of livelihood
15 TRALARD_LNM Other_Connection There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river
16 TRALARD_LNM Material_Connection No answer
17 TRALARD_LNM Other_Connection For the purpose of future to meet their needs
18 TRALARD_LNM Material_Connection They are a source of income
19 TRALARD_LNM Material_Connection The trees help us in bring rainfall
20 TRALARD_LNM Material_Connection Source of income
21 TRALARD_LNM Material_Connection We harvest at the right time to prevent or to management the natural resources properly
22 TRALARD_LNM Material_Connection Through taking care of them
23 EbA_CENTRAL_MUCHINGA_LUAPULA Material_Connection Source of income
24 TRALARD_LNM Material_Connection Source of income
25 TRALARD_LNM Material_Connection They bring development such as tourism
26 TRALARD_LNM Material_Connection For income
27 TRALARD_LNM Material_Connection The natural resources like trees give shade, medicine and we also get fresh air
28 TRALARD_LNM Material_Connection Like water is the source of life while trees are source of fresh water
29 EbA_CENTRAL_MUCHINGA_LUAPULA Material_Connection NaN
30 EbA_CENTRAL_MUCHINGA_LUAPULA Material_Connection NaN
31 TRALARD_LNM Material_Connection They are source of income
32 TRALARD_LNM Material_Connection NaN
33 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection They are a source of income
34 SCRALA_SOUTHERN_WESTERN_NORTHEN Other_Connection The ZAWA Officers are the ones connected to them because they look after them
35 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
36 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
37 TRALARD_LNM Material_Connection They are a source of income through tourism
38 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
39 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
40 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection No answer
41 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection They help us in being a source of food as well as water
42 SCRALA_SOUTHERN_WESTERN_NORTHEN Other_Connection Where trees are protected it leads to rainfall in the area
43 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection They are a source of livelihood
44 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
45 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection Somehow but more to protect them
46 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection They help in a lot of things such as the air we breath
47 TRALARD_LNM Material_Connection They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying
49 TRALARD_LNM Material_Connection NaN
50 TRALARD_LNM Material_Connection NaN
51 TRALARD_LNM Material_Connection NaN
52 TRALARD_LNM Material_Connection NaN
53 TRALARD_LNM Material_Connection NaN
54 TRALARD_LNM Material_Connection NaN
55 TRALARD_LNM Material_Connection NaN
56 Ecosystem Conservation_NORTH_WESTERN Material_Connection Thats where we get honey from the bees hive for us to have a lot of money
57 Ecosystem Conservation_NORTH_WESTERN Material_Connection NaN
58 Ecosystem Conservation_NORTH_WESTERN Material_Connection NaN
59 Ecosystem Conservation_NORTH_WESTERN Material_Connection NaN
62 Ecosystem Conservation_NORTH_WESTERN Material_Connection Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources
63 Ecosystem Conservation_NORTH_WESTERN Other_Connection NaN
66 Ecosystem Conservation_NORTH_WESTERN Material_Connection NaN
67 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly
68 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
70 SCRiKA_LS Material_Connection NaN
71 SCRiKA_LS Material_Connection NaN
72 SCRiKA_LS Material_Connection NaN
74 SCRiKA_LS Material_Connection NaN
75 SCRiKA_LS Material_Connection NaN
76 SCRiKA_LS Material_Connection NaN
77 SCRiKA_LS Material_Connection NaN
78 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
79 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
80 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
81 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
82 SCRiKA_LS Material_Connection NaN
83 SCRiKA_LS Material_Connection NaN
85 SCRiKA_LS Material_Connection NaN
86 SCRiKA_LS Material_Connection NaN
87 SCRiKA_LS Material_Connection NaN
88 SCRiKA_LS Material_Connection NaN
90 SCRiKA_LS Material_Connection NaN
91 SCRiKA_LS Material_Connection NaN
92 SCRiKA_LS Material_Connection NaN
94 SCRiKA_LS Material_Connection NaN
95 SCRiKA_LS Material_Connection NaN
96 SCRiKA_LS Material_Connection NaN
97 SCRiKA_LS Material_Connection NaN
98 SCRiKA_LS Material_Connection NaN
100 SCRiKA_LS Material_Connection NaN
101 SCRiKA_LS Material_Connection NaN
102 SCRiKA_LS Material_Connection NaN
103 SCRiKA_LS Material_Connection NaN
104 SCRiKA_LS Material_Connection NaN
106 SCRiKA_LS Material_Connection NaN
107 SCRiKA_LS Material_Connection NaN
108 SCRiKA_LS Material_Connection NaN
109 SCRiKA_LS Material_Connection NaN
110 SCRiKA_LS Material_Connection NaN
112 SCRiKA_LS Material_Connection NaN
113 SCRiKA_LS Material_Connection NaN
114 SCRiKA_LS Material_Connection NaN
115 SCRiKA_LS Material_Connection NaN
117 SCRiKA_LS Material_Connection NaN
118 SCRiKA_LS Material_Connection NaN
119 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
120 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
121 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection
122 SCReBS_WESTERN Material_Connection NaN
123 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
124 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
125 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
126 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
127 SCReBS_WESTERN Material_Connection NaN
128 SCReBS_WESTERN Material_Connection NaN
129 SCReBS_WESTERN Material_Connection NaN
130 SCReBS_WESTERN Material_Connection NaN
131 SCReBS_WESTERN Material_Connection NaN
132 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
133 SCReBS_WESTERN Material_Connection NaN
134 SCReBS_WESTERN Material_Connection NaN
135 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
136 SCRALA_SOUTHERN_WESTERN_NORTHEN Material_Connection NaN
137 SCReBS_WESTERN Material_Connection NaN
138 SCReBS_WESTERN Material_Connection NaN
139 SCReBS_WESTERN Material_Connection NaN
140 SCReBS_WESTERN Material_Connection NaN
141 SCReBS_WESTERN Material_Connection NaN
142 PIN_WESTERN Material_Connection NaN
143 SCReBS_WESTERN Material_Connection NaN
144 PIN_WESTERN Material_Connection NaN
146 PIN_WESTERN Material_Connection NaN
147 PIN_WESTERN Material_Connection NaN
148 PIN_WESTERN Material_Connection NaN
149 SCReBS_WESTERN Material_Connection NaN
In [209]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CN_R1.iterrows():
    CN_R1_filter_sentence = []
    CN_R1_sentence = row["Connection_Nature_Reasons"]
    if pd.isnull(CN_R1_sentence):
       continue
    CN_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CN_R1_sentence)
    CN_R1_words = nltk.word_tokenize(CN_R1_sentence_cleaned)
    CN_R1_words = [lemmatizer.lemmatize(w) for w in CN_R1_words if w.lower() not in stop_words]
    CN_R1_filter_sentence.extend(CN_R1_words)
    print(CN_R1_filter_sentence)
['use', 'income']
['source', 'income', 'future', 'generation', 'see']
['Source', 'income']
['source', 'income']
['Thats', 'get', 'income', 'well', 'example', 'cattle', 'use', 'cultivating']
['game', 'park', 'help', 'u', 'source', 'income', 'form', 'meat', 'animal', 'tree', 'rain', 'come', 'protected']
['need', 'keep', 'fish', 'instance', 'fish', 'pond', 'get', 'extinct']
['one', 'look', 'daily', 'basis']
['source', 'livelihood']
['need', 'protect', 'nature', 'instance', 'cutting', 'tree', 'along', 'river', 'lead', 'drying', 'destruction', 'animal', 'biodiversity', 'river']
['answer']
['purpose', 'future', 'meet', 'need']
['source', 'income']
['tree', 'help', 'u', 'bring', 'rainfall']
['Source', 'income']
['harvest', 'right', 'time', 'prevent', 'management', 'natural', 'resource', 'properly']
['taking', 'care']
['Source', 'income']
['Source', 'income']
['bring', 'development', 'tourism']
['income']
['natural', 'resource', 'like', 'tree', 'give', 'shade', 'medicine', 'also', 'get', 'fresh', 'air']
['Like', 'water', 'source', 'life', 'tree', 'source', 'fresh', 'water']
['source', 'income']
['source', 'income']
['ZAWA', 'Officers', 'one', 'connected', 'look']
['source', 'income', 'tourism']
['answer']
['help', 'u', 'source', 'food', 'well', 'water']
['tree', 'protected', 'lead', 'rainfall', 'area']
['source', 'livelihood']
['Somehow', 'protect']
['help', 'lot', 'thing', 'air', 'breath']
['protect', 'u', 'instance', 'tree', 'protect', 'wind', 'bring', 'fresh', 'air', 'well', 'prevent', 'river', 'drying']
['Thats', 'get', 'honey', 'bee', 'hive', 'u', 'lot', 'money']
['Thats', 'get', 'free', 'air', 'traditional', 'medicine', 'livelihood', 'depend', 'natural', 'resource']
['instance', 'fish', 'caught', 'brings', 'income', 'source', 'food', 'well', 'tree', 'bring', 'rainfall', 'indirectly']
[]
In [210]:
CN_R1["Connection_Nature_Reasons"] = CN_R1["Connection_Nature_Reasons"].fillna("")  
CN_R1["Connection_Nature_Reasons"] = CN_R1["Connection_Nature_Reasons"].astype(str)
CN_R1_Text = " ".join(CN_R1["Connection_Nature_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CN_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Connection Nature", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image

8.3 The Length of Existence of the Livelihood Project¶

In [211]:
RY_grouped = df2.groupby('Name_Main_Project')['Range_Years'].value_counts(dropna=False)
In [212]:
RY_grouped
Out[212]:
Name_Main_Project                     Range_Years           
EbA_CENTRAL_MUCHINGA_LUAPULA          3to4Years_Long             2
                                      NaN                        1
Ecosystem Conservation_NORTH_WESTERN  3to4Years_Long             8
                                      NaN                        2
                                      7to8Years_Long             1
PIN_WESTERN                           3to4Years_Long             5
                                      NaN                        1
SCRALA_SOUTHERN_WESTERN_NORTHEN       3to4Years_Long            12
                                      5to6Years_Long             9
                                      Lessthan2Years_Long        6
                                      Greaterthan9Years_Long     2
                                      7to8Years_Long             1
SCReBS_WESTERN                        5to6Years_Long             5
                                      7to8Years_Long             5
                                      Greaterthan9Years_Long     3
                                      3to4Years_Long             2
SCRiKA_LS                             5to6Years_Long            31
                                      3to4Years_Long             6
                                      NaN                        5
                                      7to8Years_Long             2
TRALARD_LNM                           3to4Years_Long            28
                                      5to6Years_Long             5
                                      Lessthan2Years_Long        3
                                      Greaterthan9Years_Long     2
                                      NaN                        2
Name: count, dtype: int64
In [213]:
RY_grouped1 = pd.DataFrame(RY_grouped)
In [214]:
RY_grouped1
Out[214]:
count
Name_Main_Project Range_Years
EbA_CENTRAL_MUCHINGA_LUAPULA 3to4Years_Long 2
NaN 1
Ecosystem Conservation_NORTH_WESTERN 3to4Years_Long 8
NaN 2
7to8Years_Long 1
PIN_WESTERN 3to4Years_Long 5
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN 3to4Years_Long 12
5to6Years_Long 9
Lessthan2Years_Long 6
Greaterthan9Years_Long 2
7to8Years_Long 1
SCReBS_WESTERN 5to6Years_Long 5
7to8Years_Long 5
Greaterthan9Years_Long 3
3to4Years_Long 2
SCRiKA_LS 5to6Years_Long 31
3to4Years_Long 6
NaN 5
7to8Years_Long 2
TRALARD_LNM 3to4Years_Long 28
5to6Years_Long 5
Lessthan2Years_Long 3
Greaterthan9Years_Long 2
NaN 2
In [215]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Lessthan2Years_Long", "3to4Years_Long", "5to6Years_Long", "7to8Years_Long", "Greaterthan9Years_Long", "NaN"]
ax = sns.barplot(data = RY_grouped1, x="count", y="Name_Main_Project", hue="Range_Years", hue_order=hue_order, legend=True)
ax.set_title("Figure 5b: The Number of Livelihood Projects in a Particular Range of Year", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image
In [216]:
LP = df4['Range_Years'].value_counts(dropna=False)
LP_P = (df4['Range_Years'].value_counts(normalize=True, dropna=False).round(2))
In [217]:
LP_P
Out[217]:
Range_Years
3to4Years_Long            0.42
5to6Years_Long            0.33
NaN                       0.08
Lessthan2Years_Long       0.06
7to8Years_Long            0.06
Greaterthan9Years_Long    0.05
Name: proportion, dtype: float64
In [218]:
df_LP = pd.DataFrame(LP)
In [219]:
df_LP
Out[219]:
count
Range_Years
3to4Years_Long 63
5to6Years_Long 50
NaN 12
Lessthan2Years_Long 9
7to8Years_Long 9
Greaterthan9Years_Long 7
In [220]:
ax = sns.countplot(df4["Range_Years"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 5b: The Number of Livelihood Projects in a Particular Range of Year", fontsize=14)
plt.show()
No description has been provided for this image

8.4 Major Contributor to Landscape Transformation¶

In [221]:
CLT_grouped = df2.groupby('Name_Main_Project')['Contributor_Landscape_Transformation'].value_counts(dropna=False)
In [222]:
CLT_grouped
Out[222]:
Name_Main_Project                     Contributor_Landscape_Transformation
EbA_CENTRAL_MUCHINGA_LUAPULA          Land_Agriculture                         3
Ecosystem Conservation_NORTH_WESTERN  Land_Agriculture                         3
                                      Uncontrolled_Fires                       3
                                      NaN                                      3
                                      Uncontrolled_Fires,Land_Agriculture      1
                                      Wood_Extraction                          1
PIN_WESTERN                           Uncontrolled_Fires                       3
                                      Wood_Extraction                          2
                                      NaN                                      1
SCRALA_SOUTHERN_WESTERN_NORTHEN       Uncontrolled_Fires                      19
                                      Wood_Extraction                          7
                                      Land_Agriculture                         2
                                      NaN                                      2
SCReBS_WESTERN                        Uncontrolled_Fires                       7
                                      Wood_Extraction                          5
                                      Land_Agriculture                         2
                                      Other                                    1
SCRiKA_LS                             Uncontrolled_Fires                      13
                                      Land_Agriculture                        12
                                      Wood_Extraction                         11
                                      NaN                                      6
                                      Uncontrolled_Grazing                     2
TRALARD_LNM                           Land_Agriculture                        22
                                      Wood_Extraction                         13
                                      Uncontrolled_Fires                       4
                                      NaN                                      1
Name: count, dtype: int64
In [223]:
CLT_grouped1 = pd.DataFrame(CLT_grouped)
In [224]:
CLT_grouped1
Out[224]:
count
Name_Main_Project Contributor_Landscape_Transformation
EbA_CENTRAL_MUCHINGA_LUAPULA Land_Agriculture 3
Ecosystem Conservation_NORTH_WESTERN Land_Agriculture 3
Uncontrolled_Fires 3
NaN 3
Uncontrolled_Fires,Land_Agriculture 1
Wood_Extraction 1
PIN_WESTERN Uncontrolled_Fires 3
Wood_Extraction 2
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires 19
Wood_Extraction 7
Land_Agriculture 2
NaN 2
SCReBS_WESTERN Uncontrolled_Fires 7
Wood_Extraction 5
Land_Agriculture 2
Other 1
SCRiKA_LS Uncontrolled_Fires 13
Land_Agriculture 12
Wood_Extraction 11
NaN 6
Uncontrolled_Grazing 2
TRALARD_LNM Land_Agriculture 22
Wood_Extraction 13
Uncontrolled_Fires 4
NaN 1
In [225]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Land_Agriculture", "Wood_Extraction", "Uncontrolled_Fires", "Uncontrolled_Grazing ", "Other", "NaN"]
ax = sns.barplot(data = CLT_grouped1, x="count", y="Name_Main_Project", hue="Contributor_Landscape_Transformation", hue_order=hue_order, legend=True)
ax.set_title("Figure 6a: Major Contributor to Landscape Transformation", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image
In [226]:
CLT = df4['Contributor_Landscape_Transformation'].value_counts(dropna=False)
CLT_P = (df4['Contributor_Landscape_Transformation'].value_counts(normalize=True, dropna=False).round(2))
In [227]:
CLT_P
Out[227]:
Contributor_Landscape_Transformation
Uncontrolled_Fires                     0.33
Land_Agriculture                       0.29
Wood_Extraction                        0.26
NaN                                    0.09
Uncontrolled_Grazing                   0.01
Uncontrolled_Fires,Land_Agriculture    0.01
Other                                  0.01
Name: proportion, dtype: float64
In [228]:
df_CLT = pd.DataFrame(CLT)
In [229]:
df_CLT
Out[229]:
count
Contributor_Landscape_Transformation
Uncontrolled_Fires 49
Land_Agriculture 44
Wood_Extraction 39
NaN 14
Uncontrolled_Grazing 2
Uncontrolled_Fires,Land_Agriculture 1
Other 1
In [230]:
ax = sns.countplot(df4["Contributor_Landscape_Transformation"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 6b: Major Contributor to Landscape Transformation", fontsize=14)
plt.show()
No description has been provided for this image
In [231]:
agreement_levels = ["Wood_Extration", "Land_Agriculture","Uncontrolled_Fires"]
CLT_R = df2[df2["Contributor_Landscape_Transformation"].isin(agreement_levels)]
CLT_R1 = CN_R.drop(CLT_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,29,30,31,32,33,34]], axis = 1)
CLT_R1grouped = CLT_R1.groupby('Name_Main_Project')['Contributor_Landscape_Transformation']
CLT_R1
Out[231]:
Name_Main_Project Contributor_Landscape_Transformation Contributor_Landscape_Transformation_Reasons
3 TRALARD_LNM Land_Agriculture Because it requires a huge land than the others like making charcoal
6 TRALARD_LNM Wood_Extraction The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains
7 TRALARD_LNM Land_Agriculture There are agriculture activities for food
8 TRALARD_LNM Wood_Extraction There is no electricity thus a huge demand for energy
10 TRALARD_LNM Wood_Extraction The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants
11 TRALARD_LNM Land_Agriculture The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation
12 TRALARD_LNM Uncontrolled_Fires They burn down the trees that were about to shoot up
13 TRALARD_LNM Land_Agriculture Chitemene system for cultivation leads to deforestation than the others
14 TRALARD_LNM Land_Agriculture It is a source of food for most people in the area
15 TRALARD_LNM Land_Agriculture Thats were we get our livelihoods
16 TRALARD_LNM Wood_Extraction It is the source of income
17 TRALARD_LNM Land_Agriculture Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile
18 TRALARD_LNM Uncontrolled_Fires Buring can destroy the products or crops that are in the soil
19 TRALARD_LNM Wood_Extraction The cutting down of treed can change the landscape
20 TRALARD_LNM Wood_Extraction NaN
21 TRALARD_LNM Wood_Extraction The cutting down of tress destroys much because there is no regrowth
22 TRALARD_LNM Wood_Extraction For us to have income a huge area of trees has to be cut down
23 EbA_CENTRAL_MUCHINGA_LUAPULA Land_Agriculture There are commercial agriculture activities that clear huge chucks of lands
24 TRALARD_LNM Land_Agriculture Source of income
25 TRALARD_LNM Land_Agriculture For forming og food crops
26 TRALARD_LNM Land_Agriculture That is the source of income
27 TRALARD_LNM Land_Agriculture There are people who plant huge areas of land for a livelihood
28 TRALARD_LNM Wood_Extraction The animals will not have food as well as the trees would dry
29 EbA_CENTRAL_MUCHINGA_LUAPULA Land_Agriculture For income and food crops
30 EbA_CENTRAL_MUCHINGA_LUAPULA Land_Agriculture For farming activities which brings income
31 TRALARD_LNM Land_Agriculture The soil gets degraded and we movebto another portion of land
32 TRALARD_LNM Land_Agriculture It is a source of income
33 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats
34 SCRALA_SOUTHERN_WESTERN_NORTHEN Wood_Extraction The cutting down of trees destroy or change the landscape because it is for a livelihood
35 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The trees have challenges in growung up if they are burned
36 SCRALA_SOUTHERN_WESTERN_NORTHEN Wood_Extraction The people who are cutting tree for charcoal destroy them such it is difficult for regeneration
37 TRALARD_LNM Land_Agriculture Source of income
38 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The trees dry when they are burnt
39 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The fires cause a lot of damage to biodiversity as well as plants
40 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The trees get burn reducing regeneration as well as the fertility of the soil
41 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The trees get destroyed when they are burnt and it is difficult for them to regenerate
42 SCRALA_SOUTHERN_WESTERN_NORTHEN Wood_Extraction The cutting of trees for charcoal prevents regeneration
43 SCRALA_SOUTHERN_WESTERN_NORTHEN Wood_Extraction The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land
44 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The small biodiversity are destroyed by fire
45 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires Burning destroys the trees
46 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The fire burns the trees and it leads them to dry
47 TRALARD_LNM Land_Agriculture The people cutting huge chucks of land for cultivation of crops
49 TRALARD_LNM Uncontrolled_Fires When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed
50 TRALARD_LNM Land_Agriculture That is the source of livelihood
51 TRALARD_LNM Land_Agriculture Thats is the source of food crops
52 TRALARD_LNM Wood_Extraction Because people are just cutting the trees anyhow
53 TRALARD_LNM Wood_Extraction The cutting of trees for charcoal finishes trees than others
54 TRALARD_LNM Land_Agriculture NaN
55 TRALARD_LNM Uncontrolled_Fires The burning destroys the fertility of the soil
56 Ecosystem Conservation_NORTH_WESTERN NaN NaN
57 Ecosystem Conservation_NORTH_WESTERN Land_Agriculture That the reason we were told to start doing conservation farming which entails farming in the same locality
58 Ecosystem Conservation_NORTH_WESTERN Wood_Extraction Chitemene systems and burning have been disallowed
59 Ecosystem Conservation_NORTH_WESTERN Uncontrolled_Fires,Land_Agriculture It is the main purpose we do for our livelihood
62 Ecosystem Conservation_NORTH_WESTERN Uncontrolled_Fires The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants
63 Ecosystem Conservation_NORTH_WESTERN Land_Agriculture The land cultivated is done on a big land that transforms the landscapes
66 Ecosystem Conservation_NORTH_WESTERN Uncontrolled_Fires The fire destroys the flowers for the production of honey which is reduced
67 SCRALA_SOUTHERN_WESTERN_NORTHEN Wood_Extraction The people that make charcoal cut down trees that are fresh and they cut a huge area
68 SCRALA_SOUTHERN_WESTERN_NORTHEN NaN NaN
70 SCRiKA_LS Uncontrolled_Fires It destroys a lot of biodiversity such as eggs of birds and snakes
71 SCRiKA_LS Wood_Extraction Their livelihood depends on the activities of charcoal burning
72 SCRiKA_LS Uncontrolled_Grazing The animals are always grazing through the vegetation and there is no room given to plants to sprout out
74 SCRiKA_LS Wood_Extraction When the trees are cut for charcoal, the stem dies and no replacement for it
75 SCRiKA_LS Uncontrolled_Fires Fire destroys everything than the others because even the biodiversity get killed
76 SCRiKA_LS Uncontrolled_Fires The fires cuts across a huge area and kills everything on it way
77 SCRiKA_LS Land_Agriculture Most of the land is used for agriculture purposes and cutting is done at a large scale
78 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires NaN
79 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires Burning destroys life and everything in it
80 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The fire destroys almost everything
81 SCRALA_SOUTHERN_WESTERN_NORTHEN Land_Agriculture It causes soil erossion
82 SCRiKA_LS Land_Agriculture The agriculture activities is about uprooting the tree thus distruction of the environment
83 SCRiKA_LS Uncontrolled_Fires The burning covers a huge area and kills all the biodiversity on it ways
85 SCRiKA_LS Wood_Extraction The making of charcoal mainly focuses on big trees that make a desert in the area
86 SCRiKA_LS Wood_Extraction It destroys the tree if everyone was to cutting trees for energy
87 SCRiKA_LS Wood_Extraction When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture
88 SCRiKA_LS Land_Agriculture NaN
90 SCRiKA_LS Wood_Extraction When you cut trees the rainfall will reduce that will lead to animals dying of thirst
91 SCRiKA_LS Uncontrolled_Fires There is no clear law that prevents people from being scared of burning the bush
92 SCRiKA_LS Uncontrolled_Grazing NaN
94 SCRiKA_LS NaN NaN
95 SCRiKA_LS Land_Agriculture The huge land is cleared for gardens
96 SCRiKA_LS Wood_Extraction It is a continuous process of cutting tree for charcoal thus it destroys the landscape
97 SCRiKA_LS Wood_Extraction The rainfall will reduce and there would be too much wind as well as climate change
98 SCRiKA_LS Wood_Extraction When the trees are reduced we are going to have a problem with the rainfall
100 SCRiKA_LS Land_Agriculture There are a lot of famers thus it is the major contributor
101 SCRiKA_LS Land_Agriculture NaN
102 SCRiKA_LS Land_Agriculture Source of livelihood such as crops
103 SCRiKA_LS Land_Agriculture NaN
104 SCRiKA_LS Land_Agriculture We are farmers
106 SCRiKA_LS Uncontrolled_Fires When you burn the bush it destroys both the tree and as well as the animals
107 SCRiKA_LS Uncontrolled_Fires The burning makes the trees dry as well as young animals get killed
108 SCRiKA_LS Uncontrolled_Fires The fire distroys almost everything even birds in the forest are destroyed
109 SCRiKA_LS Uncontrolled_Fires We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor
110 SCRiKA_LS NaN NaN
112 SCRiKA_LS Uncontrolled_Fires The burning of the bush destroys the environment
113 SCRiKA_LS Uncontrolled_Fires The animals depend on grass thus if burnt the animals would die
114 SCRiKA_LS Land_Agriculture we depend on farming for our livelihood
115 SCRiKA_LS Wood_Extraction For charcoal, people burn big tree that destroys the habitat for animals
117 SCRiKA_LS Land_Agriculture NaN
118 SCRiKA_LS Uncontrolled_Fires Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt
119 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it
120 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The grass for grazing animals would be destroyed
121 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires It destroys the food for the elephants on which it depends after it has been burnt
122 SCReBS_WESTERN Uncontrolled_Fires Fire destroys the habitat of animals
123 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires The animals feed on the grass and when the grass is burnt the animals come into the community to disturb
124 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires It burns the destroys the habitat of the animals
125 SCRALA_SOUTHERN_WESTERN_NORTHEN Wood_Extraction Cutting down trees comes with it strong wind
126 SCRALA_SOUTHERN_WESTERN_NORTHEN NaN NaN
127 SCReBS_WESTERN Other NaN
128 SCReBS_WESTERN Land_Agriculture Thats is where our food comes from
129 SCReBS_WESTERN Land_Agriculture Cutting down trees to make garden""matema"" meaning the trees will not be replaced.
130 SCReBS_WESTERN Uncontrolled_Fires Fire burns everything in terms of life
131 SCReBS_WESTERN Uncontrolled_Fires The fire destroys the grazing grass for the animals
132 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires People are always burning the bush without any control
133 SCReBS_WESTERN Uncontrolled_Fires It destroys all life
134 SCReBS_WESTERN Uncontrolled_Fires Fire burns the whole area
135 SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires Burning kills at lot of things and biodiversity
136 SCRALA_SOUTHERN_WESTERN_NORTHEN Wood_Extraction The trees cut are a lot thus it distructs a lot
137 SCReBS_WESTERN Wood_Extraction When the trees are cut, they do not grow again
138 SCReBS_WESTERN Wood_Extraction The cutting down tree brings drought
139 SCReBS_WESTERN Wood_Extraction The trees had been cut in our area and possing a treat of strong winds
140 SCReBS_WESTERN Wood_Extraction When it rains the water just flows due to lack of trees to block them
141 SCReBS_WESTERN Wood_Extraction It can lead to climate due lack of trees
142 PIN_WESTERN Uncontrolled_Fires The animals will not have where to graz thus make them move long distance to find pastures
143 SCReBS_WESTERN Uncontrolled_Fires The rainfall is back up by green vegetation thus when burnt there will be less rainfall
144 PIN_WESTERN Uncontrolled_Fires When the trees get burnt, they dry and thats the reason we have less rainfall
146 PIN_WESTERN Wood_Extraction They use Chitemene system of just cutting trees for charcoal
147 PIN_WESTERN Wood_Extraction The trees that are cut and made into charcoal, the trunks or stems do not grow
148 PIN_WESTERN Uncontrolled_Fires It destroys everything on its ways
149 SCReBS_WESTERN Uncontrolled_Fires It destroys everything on its path
In [232]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CLT_R1.iterrows():
    CLT_R1_filter_sentence = []
    CLT_R1_sentence = row["Contributor_Landscape_Transformation_Reasons"]
    if pd.isnull(CLT_R1_sentence):
       continue
    CLT_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CLT_R1_sentence)
    CLT_R1_words = nltk.word_tokenize(CLT_R1_sentence_cleaned)
    CLT_R1_words = [lemmatizer.lemmatize(w) for w in CLT_R1_words if w.lower() not in stop_words]
    CLT_R1_filter_sentence.extend(CLT_R1_words)
    print(CLT_R1_filter_sentence)
['requires', 'huge', 'land', 'others', 'like', 'making', 'charcoal']
['burning', 'charcoal', 'give', 'smoke', 'destroys', 'ozone', 'layer', 'well', 'brings', 'acidic', 'rain']
['agriculture', 'activity', 'food']
['electricity', 'thus', 'huge', 'demand', 'energy']
['charcoal', 'purpose', 'bad', 'land', 'left', 'bare', 'unlike', 'agriculture', 'cutting', 'replaced', 'plant']
['cultivation', 'cassava', 'requires', 'always', 'barren', 'land', 'never', 'cultivated', 'grow', 'well', 'crop', 'bean', 'vegetable', 'maize', 'reduce', 'deforestation']
['burn', 'tree', 'shoot']
['Chitemene', 'system', 'cultivation', 'lead', 'deforestation', 'others']
['source', 'food', 'people', 'area']
['Thats', 'get', 'livelihood']
['source', 'income']
['time', 'cut', 'tree', 'even', 'want', 'cultivate', 'well', 'burining', 'kill', 'animal', 'necesary', 'making', 'soil', 'fertile']
['Buring', 'destroy', 'product', 'crop', 'soil']
['cutting', 'treed', 'change', 'landscape']
['cutting', 'tress', 'destroys', 'much', 'regrowth']
['u', 'income', 'huge', 'area', 'tree', 'cut']
['commercial', 'agriculture', 'activity', 'clear', 'huge', 'chuck', 'land']
['Source', 'income']
['forming', 'og', 'food', 'crop']
['source', 'income']
['people', 'plant', 'huge', 'area', 'land', 'livelihood']
['animal', 'food', 'well', 'tree', 'would', 'dry']
['income', 'food', 'crop']
['farming', 'activity', 'brings', 'income']
['soil', 'get', 'degraded', 'movebto', 'another', 'portion', 'land']
['source', 'income']
['people', 'burn', 'agriculture', 'area', 'looking', 'rat', 'addition', 'burn', 'food', 'crop', 'due', 'search', 'rat']
['cutting', 'tree', 'destroy', 'change', 'landscape', 'livelihood']
['tree', 'challenge', 'growung', 'burned']
['people', 'cutting', 'tree', 'charcoal', 'destroy', 'difficult', 'regeneration']
['Source', 'income']
['tree', 'dry', 'burnt']
['fire', 'cause', 'lot', 'damage', 'biodiversity', 'well', 'plant']
['tree', 'get', 'burn', 'reducing', 'regeneration', 'well', 'fertility', 'soil']
['tree', 'get', 'destroyed', 'burnt', 'difficult', 'regenerate']
['cutting', 'tree', 'charcoal', 'prevents', 'regeneration']
['cutting', 'tree', 'charcoal', 'requires', 'huge', 'land', 'compared', 'farm', 'one', 'partition', 'land']
['small', 'biodiversity', 'destroyed', 'fire']
['Burning', 'destroys', 'tree']
['fire', 'burn', 'tree', 'lead', 'dry']
['people', 'cutting', 'huge', 'chuck', 'land', 'cultivation', 'crop']
['burning', 'lot', 'thing', 'like', 'snake', 'house', 'important', 'biodiversity', 'destroyed']
['source', 'livelihood']
['Thats', 'source', 'food', 'crop']
['people', 'cutting', 'tree', 'anyhow']
['cutting', 'tree', 'charcoal', 'finish', 'tree', 'others']
['burning', 'destroys', 'fertility', 'soil']
['reason', 'told', 'start', 'conservation', 'farming', 'entail', 'farming', 'locality']
['Chitemene', 'system', 'burning', 'disallowed']
['main', 'purpose', 'livelihood']
['fire', 'destroys', 'lot', 'thing', 'air', 'breathe', 'soil', 'fertility', 'small', 'animal', 'plant']
['land', 'cultivated', 'done', 'big', 'land', 'transforms', 'landscape']
['fire', 'destroys', 'flower', 'production', 'honey', 'reduced']
['people', 'make', 'charcoal', 'cut', 'tree', 'fresh', 'cut', 'huge', 'area']
['destroys', 'lot', 'biodiversity', 'egg', 'bird', 'snake']
['livelihood', 'depends', 'activity', 'charcoal', 'burning']
['animal', 'always', 'grazing', 'vegetation', 'room', 'given', 'plant', 'sprout']
['tree', 'cut', 'charcoal', 'stem', 'dy', 'replacement']
['Fire', 'destroys', 'everything', 'others', 'even', 'biodiversity', 'get', 'killed']
['fire', 'cut', 'across', 'huge', 'area', 'kill', 'everything', 'way']
['land', 'used', 'agriculture', 'purpose', 'cutting', 'done', 'large', 'scale']
['Burning', 'destroys', 'life', 'everything']
['fire', 'destroys', 'almost', 'everything']
['cause', 'soil', 'erossion']
['agriculture', 'activity', 'uprooting', 'tree', 'thus', 'distruction', 'environment']
['burning', 'cover', 'huge', 'area', 'kill', 'biodiversity', 'way']
['making', 'charcoal', 'mainly', 'focus', 'big', 'tree', 'make', 'desert', 'area']
['destroys', 'tree', 'everyone', 'cutting', 'tree', 'energy']
['tree', 'cut', 'charcoal', 'take', 'time', 'grow', 'thus', 'causing', 'climate', 'change', 'turn', 'affecting', 'main', 'livelihood', 'agriculture']
['cut', 'tree', 'rainfall', 'reduce', 'lead', 'animal', 'dying', 'thirst']
['clear', 'law', 'prevents', 'people', 'scared', 'burning', 'bush']
['huge', 'land', 'cleared', 'garden']
['continuous', 'process', 'cutting', 'tree', 'charcoal', 'thus', 'destroys', 'landscape']
['rainfall', 'reduce', 'would', 'much', 'wind', 'well', 'climate', 'change']
['tree', 'reduced', 'going', 'problem', 'rainfall']
['lot', 'famers', 'thus', 'major', 'contributor']
['Source', 'livelihood', 'crop']
['farmer']
['burn', 'bush', 'destroys', 'tree', 'well', 'animal']
['burning', 'make', 'tree', 'dry', 'well', 'young', 'animal', 'get', 'killed']
['fire', 'distroys', 'almost', 'everything', 'even', 'bird', 'forest', 'destroyed']
['tradition', 'cultivation', 'survive', 'tradition', 'burning', 'destroys', 'lot', 'thing', 'hence', 'major', 'contributor']
['burning', 'bush', 'destroys', 'environment']
['animal', 'depend', 'grass', 'thus', 'burnt', 'animal', 'would', 'die']
['depend', 'farming', 'livelihood']
['charcoal', 'people', 'burn', 'big', 'tree', 'destroys', 'habitat', 'animal']
['Anyone', 'burn', 'bush', 'would', 'burn', 'forest', 'fire', 'guard', 'prevent', 'forest', 'burnt']
['knowledge', 'protect', 'environment', 'people', 'thing', 'without', 'knowledge', 'protect', 'environment', 'thus', 'need', 'protect']
['grass', 'grazing', 'animal', 'would', 'destroyed']
['destroys', 'food', 'elephant', 'depends', 'burnt']
['Fire', 'destroys', 'habitat', 'animal']
['animal', 'feed', 'grass', 'grass', 'burnt', 'animal', 'come', 'community', 'disturb']
['burn', 'destroys', 'habitat', 'animal']
['Cutting', 'tree', 'come', 'strong', 'wind']
['Thats', 'food', 'come']
['Cutting', 'tree', 'make', 'gardenmatema', 'meaning', 'tree', 'replaced']
['Fire', 'burn', 'everything', 'term', 'life']
['fire', 'destroys', 'grazing', 'grass', 'animal']
['People', 'always', 'burning', 'bush', 'without', 'control']
['destroys', 'life']
['Fire', 'burn', 'whole', 'area']
['Burning', 'kill', 'lot', 'thing', 'biodiversity']
['tree', 'cut', 'lot', 'thus', 'distructs', 'lot']
['tree', 'cut', 'grow']
['cutting', 'tree', 'brings', 'drought']
['tree', 'cut', 'area', 'possing', 'treat', 'strong', 'wind']
['rain', 'water', 'flow', 'due', 'lack', 'tree', 'block']
['lead', 'climate', 'due', 'lack', 'tree']
['animal', 'graz', 'thus', 'make', 'move', 'long', 'distance', 'find', 'pasture']
['rainfall', 'back', 'green', 'vegetation', 'thus', 'burnt', 'less', 'rainfall']
['tree', 'get', 'burnt', 'dry', 'thats', 'reason', 'less', 'rainfall']
['use', 'Chitemene', 'system', 'cutting', 'tree', 'charcoal']
['tree', 'cut', 'made', 'charcoal', 'trunk', 'stem', 'grow']
['destroys', 'everything', 'way']
['destroys', 'everything', 'path']
In [233]:
CLT_R1["Contributor_Landscape_Transformation_Reasons"] = CLT_R1["Contributor_Landscape_Transformation_Reasons"].fillna("")  
CLT_R1["Contributor_Landscape_Transformation_Reasons"] = CLT_R1["Contributor_Landscape_Transformation_Reasons"].astype(str)
CLT_R1_Text = " ".join(CLT_R1["Contributor_Landscape_Transformation_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CLT_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Contributor Landscape Transformation", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image

8.5 The Landscape Depended on for a Livelihood¶

In [234]:
LDL_grouped = df2.groupby('Name_Main_Project')['Landscape_Depended_Livelihood'].value_counts(dropna=False)
In [235]:
LDL_grouped
Out[235]:
Name_Main_Project                     Landscape_Depended_Livelihood                 
EbA_CENTRAL_MUCHINGA_LUAPULA          Agriculture_Areas_Dependent                        3
Ecosystem Conservation_NORTH_WESTERN  NaN                                                5
                                      Agriculture_Areas_Dependent                        3
                                      Forest_Dependent                                   2
                                      Wetlands_Dependent                                 1
PIN_WESTERN                           Agriculture_Areas_Dependent                        5
                                      NaN                                                1
SCRALA_SOUTHERN_WESTERN_NORTHEN       Agriculture_Areas_Dependent                       21
                                      Wetlands_Dependent                                 6
                                      Forest_Dependent                                   2
                                      NaN                                                1
SCReBS_WESTERN                        Agriculture_Areas_Dependent                       10
                                      Wetlands_Dependent                                 5
SCRiKA_LS                             Agriculture_Areas_Dependent                       30
                                      Forest_Dependent                                   4
                                      Wetlands_Dependent                                 4
                                      NaN                                                4
                                      Wetlands_Dependent,Forest_Dependent                2
TRALARD_LNM                           Agriculture_Areas_Dependent                       20
                                      Wetlands_Dependent                                 9
                                      Forest_Dependent                                   5
                                      Wetlands_Dependent,Forest_Dependent                2
                                      Agriculture_Areas_Dependent,Wetlands_Dependent     1
                                      Forest_Dependent,Wetlands_Dependent                1
                                      Wetlands_Dependent,Agriculture_Areas_Dependent     1
                                      NaN                                                1
Name: count, dtype: int64
In [236]:
LDL_grouped1 = pd.DataFrame(LDL_grouped)
In [237]:
LDL_grouped1
Out[237]:
count
Name_Main_Project Landscape_Depended_Livelihood
EbA_CENTRAL_MUCHINGA_LUAPULA Agriculture_Areas_Dependent 3
Ecosystem Conservation_NORTH_WESTERN NaN 5
Agriculture_Areas_Dependent 3
Forest_Dependent 2
Wetlands_Dependent 1
PIN_WESTERN Agriculture_Areas_Dependent 5
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent 21
Wetlands_Dependent 6
Forest_Dependent 2
NaN 1
SCReBS_WESTERN Agriculture_Areas_Dependent 10
Wetlands_Dependent 5
SCRiKA_LS Agriculture_Areas_Dependent 30
Forest_Dependent 4
Wetlands_Dependent 4
NaN 4
Wetlands_Dependent,Forest_Dependent 2
TRALARD_LNM Agriculture_Areas_Dependent 20
Wetlands_Dependent 9
Forest_Dependent 5
Wetlands_Dependent,Forest_Dependent 2
Agriculture_Areas_Dependent,Wetlands_Dependent 1
Forest_Dependent,Wetlands_Dependent 1
Wetlands_Dependent,Agriculture_Areas_Dependent 1
NaN 1
In [238]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Agriculture_Areas_Dependent", "Wetlands_Dependent", "Forest_Dependent", "NaN"]
ax = sns.barplot(data = LDL_grouped1, x="count", y="Name_Main_Project", hue="Landscape_Depended_Livelihood", hue_order=hue_order, legend=True)
ax.set_title("Figure 7a: Landscape Dependent on by Livelihoods", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image
In [239]:
LDL = df4['Landscape_Depended_Livelihood'].value_counts(dropna=False)
LDL_P = (df4['Landscape_Depended_Livelihood'].value_counts(normalize=True, dropna=False).round(2))
In [240]:
LDL_P
Out[240]:
Landscape_Depended_Livelihood
Agriculture_Areas_Dependent                       0.61
Wetlands_Dependent                                0.17
Forest_Dependent                                  0.09
NaN                                               0.09
Wetlands_Dependent,Forest_Dependent               0.03
Agriculture_Areas_Dependent,Wetlands_Dependent    0.01
Forest_Dependent,Wetlands_Dependent               0.01
Wetlands_Dependent,Agriculture_Areas_Dependent    0.01
Name: proportion, dtype: float64
In [241]:
df_LDL = pd.DataFrame(LDL)
In [242]:
df_LDL
Out[242]:
count
Landscape_Depended_Livelihood
Agriculture_Areas_Dependent 92
Wetlands_Dependent 25
Forest_Dependent 13
NaN 13
Wetlands_Dependent,Forest_Dependent 4
Agriculture_Areas_Dependent,Wetlands_Dependent 1
Forest_Dependent,Wetlands_Dependent 1
Wetlands_Dependent,Agriculture_Areas_Dependent 1
In [243]:
ax = sns.countplot(df4["Landscape_Depended_Livelihood"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 7b: Landscape Dependent on by Livelihoods", fontsize=14)
plt.show()
No description has been provided for this image
In [244]:
agreement_levels = ["Agriculture_Areas_Dependent", "Wetlands_Dependent","Forest_Dependent"]
LDL_R = df2[df2["Landscape_Depended_Livelihood"].isin(agreement_levels)]
LDL_R1 = LDL_R.drop(LDL_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,31,32,33,34]], axis = 1)
LDL_R1grouped = LDL_R1.groupby('Name_Main_Project')['Landscape_Depended_Livelihood']
LDL_R1
Out[244]:
Name_Main_Project Landscape_Depended_Livelihood Landscape_Depeneded_Livelihood_Reasons
0 TRALARD_LNM Agriculture_Areas_Dependent He cultivates a large area of land so that some crops can be sold for a livelihood
1 TRALARD_LNM Wetlands_Dependent The catching of fish is the source of income in this area
3 TRALARD_LNM Agriculture_Areas_Dependent Food is the main source of livelihood thus without it there is no way to earn a living
5 TRALARD_LNM Agriculture_Areas_Dependent That is a source of income as well as food for consumption
6 TRALARD_LNM Agriculture_Areas_Dependent The farming helps in sourcing of food
8 TRALARD_LNM Agriculture_Areas_Dependent Thats a source of income
9 TRALARD_LNM Agriculture_Areas_Dependent It is a source of livelihood
10 TRALARD_LNM Agriculture_Areas_Dependent It is where income comes from for a living
11 TRALARD_LNM Agriculture_Areas_Dependent It helps us cultivate cassava and maize, there is not much fishing activity
12 TRALARD_LNM Agriculture_Areas_Dependent From farming we obtain food for consumption at household level
14 TRALARD_LNM Agriculture_Areas_Dependent It is where our food security comes from
15 TRALARD_LNM Forest_Dependent The trees bring rainfall in our area as compared to our areas
16 TRALARD_LNM Agriculture_Areas_Dependent It is the source of income
17 TRALARD_LNM Agriculture_Areas_Dependent The majority of people cultivate land for livelihood than depending on buying in shops
18 TRALARD_LNM Wetlands_Dependent If there is less rainfall it helps us as a source of water
19 TRALARD_LNM Agriculture_Areas_Dependent Thats whats is common within our area
20 TRALARD_LNM Forest_Dependent They are a source of traditional medicine
21 TRALARD_LNM Wetlands_Dependent It provides water for drinking and water is life
22 TRALARD_LNM Wetlands_Dependent Water is the source of life
23 EbA_CENTRAL_MUCHINGA_LUAPULA Agriculture_Areas_Dependent It is a source of food crops and income
24 TRALARD_LNM Agriculture_Areas_Dependent We use them are for cultivation
25 TRALARD_LNM Forest_Dependent Source of income
26 TRALARD_LNM Forest_Dependent We are mostly farmers
27 TRALARD_LNM Agriculture_Areas_Dependent Thats is the sources of income for our livelihoods
28 TRALARD_LNM Wetlands_Dependent He has a lot of activities that comes from water
29 EbA_CENTRAL_MUCHINGA_LUAPULA Agriculture_Areas_Dependent For food crops
30 EbA_CENTRAL_MUCHINGA_LUAPULA Agriculture_Areas_Dependent It is where food crops come from
31 TRALARD_LNM Agriculture_Areas_Dependent Thats is the source of food crops as well as income
33 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats were we grow our crops for a livelihood
34 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent The livelihood we have is farming as our main stay
35 SCRALA_SOUTHERN_WESTERN_NORTHEN Forest_Dependent It provides resources for the people in terms of wood
36 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent We obtain food crops that assist us in our livelihood
37 TRALARD_LNM Wetlands_Dependent Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert
38 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent It is a source of crops for food
39 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats were we grow crops for our livelihoods
40 SCRALA_SOUTHERN_WESTERN_NORTHEN Wetlands_Dependent Source of life
41 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees
42 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats where we get food products for our livelihoods
43 SCRALA_SOUTHERN_WESTERN_NORTHEN Wetlands_Dependent Water is life
44 SCRALA_SOUTHERN_WESTERN_NORTHEN Wetlands_Dependent Water is life
45 SCRALA_SOUTHERN_WESTERN_NORTHEN Wetlands_Dependent Water is life
46 SCRALA_SOUTHERN_WESTERN_NORTHEN Forest_Dependent No answer
47 TRALARD_LNM Agriculture_Areas_Dependent That is where crops and income comes from
49 TRALARD_LNM Agriculture_Areas_Dependent Thats were we get food that we eat
50 TRALARD_LNM Agriculture_Areas_Dependent Source of livelihood
51 TRALARD_LNM Wetlands_Dependent Life is water
52 TRALARD_LNM Wetlands_Dependent Water is life for evryone to drink
53 TRALARD_LNM Agriculture_Areas_Dependent That were our income and food crops come from
54 TRALARD_LNM Forest_Dependent Where there are trees it rains much as well as the soil is fertile
55 TRALARD_LNM Wetlands_Dependent Water is life
56 Ecosystem Conservation_NORTH_WESTERN Agriculture_Areas_Dependent Thats were we get foods crops for our survival
58 Ecosystem Conservation_NORTH_WESTERN Agriculture_Areas_Dependent Each and every individual depend on agriculture land
59 Ecosystem Conservation_NORTH_WESTERN Forest_Dependent NaN
62 Ecosystem Conservation_NORTH_WESTERN Wetlands_Dependent Water is life thus if there is no water all the plants will dry
65 Ecosystem Conservation_NORTH_WESTERN Agriculture_Areas_Dependent NaN
66 Ecosystem Conservation_NORTH_WESTERN Forest_Dependent That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer
67 SCRALA_SOUTHERN_WESTERN_NORTHEN Wetlands_Dependent Water is life and is used in every situation such as cultivation, watering gardens
68 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent It brings us food as well as income
69 SCRALA_SOUTHERN_WESTERN_NORTHEN Wetlands_Dependent NaN
70 SCRiKA_LS Forest_Dependent During floods cattle go to the forest areas where they graz
71 SCRiKA_LS Agriculture_Areas_Dependent Thats where we get our food from
72 SCRiKA_LS Agriculture_Areas_Dependent Because am a farmer
74 SCRiKA_LS Agriculture_Areas_Dependent That is where we farm the products
75 SCRiKA_LS Agriculture_Areas_Dependent Thats where we get food crops
76 SCRiKA_LS Agriculture_Areas_Dependent Thats where we get food crops
77 SCRiKA_LS Agriculture_Areas_Dependent That where we get most of the food crops and livelihood is dependent on it
79 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Our livelihood is based on farming
80 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent They are a source of source of livelihood
81 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent That where we get food crops for our livehoods
82 SCRiKA_LS Forest_Dependent The area for farming are found in the forest areas
83 SCRiKA_LS Wetlands_Dependent That where our cattle graze
85 SCRiKA_LS Agriculture_Areas_Dependent That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources
86 SCRiKA_LS Agriculture_Areas_Dependent We are farmers by nature
87 SCRiKA_LS Agriculture_Areas_Dependent Thats a source of food crops
88 SCRiKA_LS Agriculture_Areas_Dependent Thats were food comes from
89 SCRiKA_LS Agriculture_Areas_Dependent Thats where we get food for eating or our livelihood
90 SCRiKA_LS Agriculture_Areas_Dependent Where we cultivate, that is were we get crops
91 SCRiKA_LS Agriculture_Areas_Dependent That is were food and income come from to help us
92 SCRiKA_LS Agriculture_Areas_Dependent Thats where we get maize our staple food from farming
93 SCRiKA_LS Agriculture_Areas_Dependent We are keeping birds and gardening thus the forest can be protected as well as the animals
94 SCRiKA_LS Forest_Dependent That were we are found
95 SCRiKA_LS Agriculture_Areas_Dependent Source of food crops
96 SCRiKA_LS Agriculture_Areas_Dependent The wetlands are dry thus, we depend on agriculture for food crops
97 SCRiKA_LS Agriculture_Areas_Dependent Thats where get crops for food
98 SCRiKA_LS Agriculture_Areas_Dependent That were food is gotten and a borehole can be sank
101 SCRiKA_LS Agriculture_Areas_Dependent We are farmers
102 SCRiKA_LS Forest_Dependent Thats were our animals feed
104 SCRiKA_LS Agriculture_Areas_Dependent Thats were we get our income
105 SCRiKA_LS Agriculture_Areas_Dependent Everything comes from agriculture
106 SCRiKA_LS Agriculture_Areas_Dependent It is where we farm our crops
107 SCRiKA_LS Wetlands_Dependent Water is a source of life for our animals such as cattle
108 SCRiKA_LS Agriculture_Areas_Dependent We are farmers by nature
109 SCRiKA_LS Agriculture_Areas_Dependent We are farmers by nature in southern province
110 SCRiKA_LS Agriculture_Areas_Dependent Thats were we get income from
112 SCRiKA_LS Wetlands_Dependent Water is life because our cattle drink water from the wetlands
113 SCRiKA_LS Wetlands_Dependent Water is life and our domesticated animals need water and we depend on the animals
114 SCRiKA_LS Agriculture_Areas_Dependent Thats where we get our food crops
115 SCRiKA_LS Agriculture_Areas_Dependent Thats where we get food crops and income
117 SCRiKA_LS Agriculture_Areas_Dependent From agriculture we get food crops and income
118 SCRiKA_LS Agriculture_Areas_Dependent That is the major activity around this area
119 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent From there we have food crops
120 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats were we get food for our living
121 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats where we get food crops
122 SCReBS_WESTERN Agriculture_Areas_Dependent We are farmers
123 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats where we get food
124 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent We are more into farming
125 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent We are farmers
126 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats where food comes from
127 SCReBS_WESTERN Agriculture_Areas_Dependent We are farmers
128 SCReBS_WESTERN Wetlands_Dependent Thats were we have our animals graze
129 SCReBS_WESTERN Wetlands_Dependent When the floods go they leave moisture thats helps people grow their crops
130 SCReBS_WESTERN Agriculture_Areas_Dependent Thats where we grow our food crops
131 SCReBS_WESTERN Wetlands_Dependent In the wetlands is where we cultivate rice as well as get water for watering the gardens
132 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent That is were we get food for eating
133 SCReBS_WESTERN Agriculture_Areas_Dependent Thats were we grow crops
134 SCReBS_WESTERN Agriculture_Areas_Dependent Thats were we get food
135 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats where our food crops come from
136 SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent Thats where food crops comes from
137 SCReBS_WESTERN Agriculture_Areas_Dependent Thats where we get our food crops
138 SCReBS_WESTERN Agriculture_Areas_Dependent Thats where we get food crops
139 SCReBS_WESTERN Agriculture_Areas_Dependent We are farmers of rice
140 SCReBS_WESTERN Agriculture_Areas_Dependent That were we get our food crops
141 SCReBS_WESTERN Wetlands_Dependent We cultivate in the flood plains were we can and that is where animals graze
142 PIN_WESTERN Agriculture_Areas_Dependent Thats where we get food from
143 SCReBS_WESTERN Agriculture_Areas_Dependent We are farmers
144 PIN_WESTERN Agriculture_Areas_Dependent That is where we get our crops from
146 PIN_WESTERN Agriculture_Areas_Dependent We farmers
147 PIN_WESTERN Agriculture_Areas_Dependent Thats where we get food and money
148 PIN_WESTERN Agriculture_Areas_Dependent That were our food crops are found
149 SCReBS_WESTERN Wetlands_Dependent Thats where we plant maize and rice
In [245]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in LDL_R1.iterrows():
    LDL_R1_filter_sentence = []
    LDL_R1_sentence = row["Landscape_Depeneded_Livelihood_Reasons"]
    if pd.isnull(LDL_R1_sentence):
       continue
    LDL_R1_sentence_cleaned = re.sub(r'[^\w\s]','',LDL_R1_sentence)
    LDL_R1_words = nltk.word_tokenize(LDL_R1_sentence_cleaned)
    LDL_R1_words = [lemmatizer.lemmatize(w) for w in LDL_R1_words if w.lower() not in stop_words]
    LDL_R1_filter_sentence.extend(LDL_R1_words)
    print(LDL_R1_filter_sentence)
['cultivates', 'large', 'area', 'land', 'crop', 'sold', 'livelihood']
['catching', 'fish', 'source', 'income', 'area']
['Food', 'main', 'source', 'livelihood', 'thus', 'without', 'way', 'earn', 'living']
['source', 'income', 'well', 'food', 'consumption']
['farming', 'help', 'sourcing', 'food']
['Thats', 'source', 'income']
['source', 'livelihood']
['income', 'come', 'living']
['help', 'u', 'cultivate', 'cassava', 'maize', 'much', 'fishing', 'activity']
['farming', 'obtain', 'food', 'consumption', 'household', 'level']
['food', 'security', 'come']
['tree', 'bring', 'rainfall', 'area', 'compared', 'area']
['source', 'income']
['majority', 'people', 'cultivate', 'land', 'livelihood', 'depending', 'buying', 'shop']
['less', 'rainfall', 'help', 'u', 'source', 'water']
['Thats', 'whats', 'common', 'within', 'area']
['source', 'traditional', 'medicine']
['provides', 'water', 'drinking', 'water', 'life']
['Water', 'source', 'life']
['source', 'food', 'crop', 'income']
['use', 'cultivation']
['Source', 'income']
['mostly', 'farmer']
['Thats', 'source', 'income', 'livelihood']
['lot', 'activity', 'come', 'water']
['food', 'crop']
['food', 'crop', 'come']
['Thats', 'source', 'food', 'crop', 'well', 'income']
['Thats', 'grow', 'crop', 'livelihood']
['livelihood', 'farming', 'main', 'stay']
['provides', 'resource', 'people', 'term', 'wood']
['obtain', 'food', 'crop', 'assist', 'u', 'livelihood']
['Water', 'life', 'used', 'water', 'environment', 'tree', 'grow', 'prevent', 'developing', 'desert']
['source', 'crop', 'food']
['Thats', 'grow', 'crop', 'livelihood']
['Source', 'life']
['portion', 'land', 'cultivating', 'one', 'area', 'thus', 'cutting', 'tree']
['Thats', 'get', 'food', 'product', 'livelihood']
['Water', 'life']
['Water', 'life']
['Water', 'life']
['answer']
['crop', 'income', 'come']
['Thats', 'get', 'food', 'eat']
['Source', 'livelihood']
['Life', 'water']
['Water', 'life', 'evryone', 'drink']
['income', 'food', 'crop', 'come']
['tree', 'rain', 'much', 'well', 'soil', 'fertile']
['Water', 'life']
['Thats', 'get', 'food', 'crop', 'survival']
['every', 'individual', 'depend', 'agriculture', 'land']
['Water', 'life', 'thus', 'water', 'plant', 'dry']
['source', 'mushroom', 'catapilars', 'forest', 'protected', 'well', 'working', 'honarary', 'officer']
['Water', 'life', 'used', 'every', 'situation', 'cultivation', 'watering', 'garden']
['brings', 'u', 'food', 'well', 'income']
['flood', 'cattle', 'go', 'forest', 'area', 'graz']
['Thats', 'get', 'food']
['farmer']
['farm', 'product']
['Thats', 'get', 'food', 'crop']
['Thats', 'get', 'food', 'crop']
['get', 'food', 'crop', 'livelihood', 'dependent']
['livelihood', 'based', 'farming']
['source', 'source', 'livelihood']
['get', 'food', 'crop', 'livehoods']
['area', 'farming', 'found', 'forest', 'area']
['cattle', 'graze']
['cultivate', 'source', 'food', 'crop', 'game', 'park', 'help', 'depend', 'ZAWA', 'Officers', 'give', 'resource']
['farmer', 'nature']
['Thats', 'source', 'food', 'crop']
['Thats', 'food', 'come']
['Thats', 'get', 'food', 'eating', 'livelihood']
['cultivate', 'get', 'crop']
['food', 'income', 'come', 'help', 'u']
['Thats', 'get', 'maize', 'staple', 'food', 'farming']
['keeping', 'bird', 'gardening', 'thus', 'forest', 'protected', 'well', 'animal']
['found']
['Source', 'food', 'crop']
['wetland', 'dry', 'thus', 'depend', 'agriculture', 'food', 'crop']
['Thats', 'get', 'crop', 'food']
['food', 'gotten', 'borehole', 'sank']
['farmer']
['Thats', 'animal', 'feed']
['Thats', 'get', 'income']
['Everything', 'come', 'agriculture']
['farm', 'crop']
['Water', 'source', 'life', 'animal', 'cattle']
['farmer', 'nature']
['farmer', 'nature', 'southern', 'province']
['Thats', 'get', 'income']
['Water', 'life', 'cattle', 'drink', 'water', 'wetland']
['Water', 'life', 'domesticated', 'animal', 'need', 'water', 'depend', 'animal']
['Thats', 'get', 'food', 'crop']
['Thats', 'get', 'food', 'crop', 'income']
['agriculture', 'get', 'food', 'crop', 'income']
['major', 'activity', 'around', 'area']
['food', 'crop']
['Thats', 'get', 'food', 'living']
['Thats', 'get', 'food', 'crop']
['farmer']
['Thats', 'get', 'food']
['farming']
['farmer']
['Thats', 'food', 'come']
['farmer']
['Thats', 'animal', 'graze']
['flood', 'go', 'leave', 'moisture', 'thats', 'help', 'people', 'grow', 'crop']
['Thats', 'grow', 'food', 'crop']
['wetland', 'cultivate', 'rice', 'well', 'get', 'water', 'watering', 'garden']
['get', 'food', 'eating']
['Thats', 'grow', 'crop']
['Thats', 'get', 'food']
['Thats', 'food', 'crop', 'come']
['Thats', 'food', 'crop', 'come']
['Thats', 'get', 'food', 'crop']
['Thats', 'get', 'food', 'crop']
['farmer', 'rice']
['get', 'food', 'crop']
['cultivate', 'flood', 'plain', 'animal', 'graze']
['Thats', 'get', 'food']
['farmer']
['get', 'crop']
['farmer']
['Thats', 'get', 'food', 'money']
['food', 'crop', 'found']
['Thats', 'plant', 'maize', 'rice']
In [246]:
LDL_R1["Landscape_Depeneded_Livelihood_Reasons"] = LDL_R1["Landscape_Depeneded_Livelihood_Reasons"].fillna("")  
LDL_R1["Landscape_Depeneded_Livelihood_Reasons"] = LDL_R1["Landscape_Depeneded_Livelihood_Reasons"].astype(str)
LDL_R1_Text = " ".join(LDL_R1["Landscape_Depeneded_Livelihood_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(LDL_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Landscape Depeneded Livelihood", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image

8.6 Explanation to Choices¶

It gives an explanation to the choice selected that is not among the choices that were provided in the list of the questionnaire

In [247]:
df5=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30]], axis = 1)
In [248]:
df5
Out[248]:
Purpose_Landscape_Specific Connection_Nature_Specific Contributor_Landscape_Transformation_Specific Landscape_Depended_Livelihood_Specific
0 NaN NaN NaN NaN
1 NaN NaN NaN NaN
2 NaN NaN NaN NaN
3 NaN NaN NaN NaN
4 Only the protection of nature, the others are not important NaN NaN NaN
5 NaN NaN NaN NaN
6 NaN NaN NaN NaN
7 NaN NaN NaN NaN
8 NaN NaN NaN NaN
9 NaN NaN NaN NaN
10 NaN NaN NaN NaN
11 NaN NaN NaN NaN
12 NaN Taking care of nature without destroying it NaN NaN
13 NaN NaN NaN NaN
14 NaN NaN NaN NaN
15 NaN Taking care of nature NaN NaN
16 NaN NaN NaN NaN
17 NaN Source of good air, and food products NaN NaN
18 NaN NaN NaN NaN
19 NaN NaN NaN NaN
20 NaN NaN NaN NaN
21 The fire can burn all the biodiversity that allow the environmental process NaN NaN NaN
22 NaN NaN NaN NaN
23 NaN NaN NaN NaN
24 NaN NaN NaN NaN
25 NaN NaN NaN NaN
26 NaN NaN NaN NaN
27 NaN NaN NaN NaN
28 NaN NaN NaN NaN
29 NaN NaN NaN NaN
30 NaN NaN NaN NaN
31 NaN NaN NaN NaN
32 NaN NaN NaN NaN
33 NaN NaN NaN NaN
34 NaN We do not related NaN NaN
35 NaN NaN NaN NaN
36 NaN NaN NaN NaN
37 NaN NaN NaN NaN
38 NaN NaN NaN NaN
39 NaN NaN NaN NaN
40 The tourist bring income in terms of viewing the animals NaN NaN NaN
41 NaN NaN NaN NaN
42 NaN Protection of trees NaN NaN
43 NaN NaN NaN NaN
44 NaN NaN NaN NaN
45 For sources of income through tourism NaN NaN NaN
46 NaN NaN NaN NaN
47 NaN NaN NaN NaN
48 NaN NaN NaN NaN
49 NaN NaN NaN NaN
50 NaN NaN NaN NaN
51 NaN NaN NaN NaN
52 NaN NaN NaN NaN
53 NaN NaN NaN NaN
54 NaN NaN NaN NaN
55 NaN NaN NaN NaN
56 NaN NaN NaN NaN
57 NaN NaN NaN NaN
58 NaN NaN NaN NaN
59 NaN NaN NaN NaN
60 NaN NaN NaN NaN
61 NaN NaN NaN NaN
62 NaN NaN NaN NaN
63 NaN Taking care of the animals NaN NaN
64 NaN NaN NaN NaN
65 NaN NaN NaN NaN
66 NaN NaN NaN NaN
67 NaN NaN NaN NaN
68 NaN NaN NaN NaN
69 NaN NaN NaN NaN
70 NaN NaN NaN NaN
71 NaN NaN NaN NaN
72 NaN NaN NaN NaN
73 NaN NaN NaN NaN
74 NaN NaN NaN NaN
75 NaN NaN NaN NaN
76 NaN NaN NaN NaN
77 NaN NaN NaN NaN
78 NaN NaN NaN NaN
79 NaN NaN NaN NaN
80 NaN NaN NaN NaN
81 NaN NaN NaN NaN
82 NaN NaN NaN NaN
83 NaN NaN NaN NaN
84 NaN NaN NaN NaN
85 NaN NaN NaN NaN
86 NaN NaN NaN NaN
87 NaN NaN NaN NaN
88 NaN NaN NaN NaN
89 NaN NaN NaN NaN
90 NaN NaN NaN NaN
91 NaN NaN NaN NaN
92 NaN NaN NaN NaN
93 NaN NaN NaN NaN
94 NaN NaN NaN NaN
95 NaN NaN NaN NaN
96 NaN NaN NaN NaN
97 NaN NaN NaN NaN
98 NaN NaN NaN NaN
99 NaN NaN NaN NaN
100 NaN NaN NaN NaN
101 NaN NaN NaN NaN
102 NaN NaN NaN NaN
103 NaN NaN NaN NaN
104 NaN NaN NaN NaN
105 NaN NaN NaN NaN
106 NaN NaN NaN NaN
107 NaN NaN NaN NaN
108 NaN NaN NaN NaN
109 NaN NaN NaN NaN
110 NaN NaN NaN NaN
111 NaN NaN NaN NaN
112 NaN NaN NaN NaN
113 NaN NaN NaN NaN
114 NaN NaN NaN NaN
115 NaN NaN NaN NaN
116 NaN NaN NaN NaN
117 NaN NaN NaN NaN
118 NaN NaN NaN NaN
119 NaN NaN NaN NaN
120 NaN NaN NaN NaN
121 NaN NaN NaN NaN
122 NaN NaN NaN NaN
123 NaN NaN NaN NaN
124 NaN NaN NaN NaN
125 NaN NaN NaN NaN
126 NaN NaN NaN NaN
127 NaN NaN Cutting down trees for sale NaN
128 NaN NaN NaN NaN
129 NaN NaN NaN NaN
130 NaN NaN NaN NaN
131 NaN NaN NaN NaN
132 NaN NaN NaN NaN
133 NaN NaN NaN NaN
134 NaN NaN NaN NaN
135 NaN NaN NaN NaN
136 NaN NaN NaN NaN
137 NaN NaN NaN NaN
138 NaN NaN NaN NaN
139 NaN NaN NaN NaN
140 NaN NaN NaN NaN
141 NaN NaN NaN NaN
142 NaN NaN NaN NaN
143 NaN NaN NaN NaN
144 NaN NaN NaN NaN
145 NaN NaN NaN NaN
146 NaN NaN NaN NaN
147 NaN NaN NaN NaN
148 NaN NaN NaN NaN
149 NaN NaN NaN NaN
In [249]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
    PL_RS1_filter_sentence = []
    PL_RS1_sentence = row["Purpose_Landscape_Specific"]
    if pd.isnull(PL_RS1_sentence):
       continue
    PL_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',PL_RS1_sentence)
    PL_RS1_words = nltk.word_tokenize(PL_RS1_sentence_cleaned)
    PL_RS1_words = [lemmatizer.lemmatize(w) for w in PL_RS1_words if w.lower() not in stop_words]
    PL_RS1_filter_sentence.extend(PL_RS1_words)
    print(PL_RS1_filter_sentence)
['protection', 'nature', 'others', 'important']
['fire', 'burn', 'biodiversity', 'allow', 'environmental', 'process']
['tourist', 'bring', 'income', 'term', 'viewing', 'animal']
['source', 'income', 'tourism']
In [250]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
    CN_RS1_filter_sentence = []
    CN_RS1_sentence = row["Connection_Nature_Specific"]
    if pd.isnull(CN_RS1_sentence):
       continue
    CN_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',CN_RS1_sentence)
    CN_RS1_words = nltk.word_tokenize(CN_RS1_sentence_cleaned)
    CN_RS1_words = [lemmatizer.lemmatize(w) for w in CN_RS1_words if w.lower() not in stop_words]
    CN_RS1_filter_sentence.extend(CN_RS1_words)
    print(CN_RS1_filter_sentence)
['Taking', 'care', 'nature', 'without', 'destroying']
['Taking', 'care', 'nature']
['Source', 'good', 'air', 'food', 'product']
['related']
['Protection', 'tree']
['Taking', 'care', 'animal']
In [251]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
    CLT_RS1_filter_sentence = []
    CLT_RS1_sentence = row["Contributor_Landscape_Transformation_Specific"]
    if pd.isnull(CLT_RS1_sentence):
       continue
    CLT_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',CLT_RS1_sentence)
    CLT_RS1_words = nltk.word_tokenize(CLT_RS1_sentence_cleaned)
    CLT_RS1_words = [lemmatizer.lemmatize(w) for w in CLT_RS1_words if w.lower() not in stop_words]
    CLT_RS1_filter_sentence.extend(CLT_RS1_words)
    print(CLT_RS1_filter_sentence)
['Cutting', 'tree', 'sale']
In [252]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
    LDL_RS1_filter_sentence = []
    LDL_RS1_sentence = row["Landscape_Depended_Livelihood_Specific"]
    if pd.isnull(LDL_RS1_sentence):
       continue
    LDL_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',LDL_RS1_sentence)
    LDL_RS1_words = nltk.word_tokenize(LDL_RS1_sentence_cleaned)
    LDL_RS1_words = [lemmatizer.lemmatize(w) for w in LDL_RS1_words if w.lower() not in stop_words]
    LDL_RS1_filter_sentence.extend(LDL_RS1_words)
    print(LDL_RS1_filter_sentence)

9. Description Statistics¶

It gives a background to the study sites
In [253]:
df6=df2.drop(df2.columns[[0,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
In [254]:
df6
Out[254]:
Ward_Name Sub_Project_name Livelihood Size Name_Main_Project Representing_Others Number_Beneficiaries
0 Isamba ward Isamba coperatives Goat rearing 8to12Lima_Size TRALARD_LNM yes Greaterthan40People_Many
1 Isamba ward Misenga cooperative multipurpose society Goat rearing, Gardening, Fruit trees Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
2 Isamba ward Ninge Cooperative Goat Rearing, Agricuture-cassava Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
3 Isamba ward Twikatene copperatives Goat rearing and Fish farming and garden of vegitable and onnoind Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
4 Isamba ward Changwena women club Chicken rearing ablnd an orchard Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many
5 Isamba ward Luchindashi copperative Pig rearing and fish farming gardenning Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
6 Isamba ward Sandwe Youth miitipurpose society Pigery and garden and fish ponds Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many
7 Isamba ward Lukatashi Pigery and gardening as well as forestry Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many
8 Isamba ward Kansalu coperative Fish farming and chicken rearing Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
9 Isamba ward Musaba coperative Chicken rearing and garden, oranges Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
10 Moofwe ward Natumone men and women famers group Fish,pig farming as well as orchard and garden Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many
11 Moofwe ward Natwange start group Chicken and goat rearing Greaterthan16Lima_Size TRALARD_LNM yes 10to20People_Many
12 Moofwe ward Mi hile community group Fish farming 12to16Lima_Size TRALARD_LNM yes 10to20People_Many
13 Moofwe ward Tushwesheko group Goat rearing 4to8Lima_Size TRALARD_LNM yes 10to20People_Many
14 Moofwe ward Kanyembo forestvmanagemnt Forest Greaterthan16Lima_Size TRALARD_LNM yes 30to40People_Many
15 Moofwe ward Natubombeshe group Goat rearing and banana plants Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many
16 Moofwe ward Koselela community group Koselela community group Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many
17 Nachikufu ward Mindo Copperatives Piggery and Gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many
18 Nachikufu ward Fort hares tailing project Gardening and tailering Lessthan4Lima_Size TRALARD_LNM yes 20to30People_Many
19 Nachikufu ward Kaumbe mango tree goat and garfening project Goat rearing abd gardening 4to8Lima_Size TRALARD_LNM yes 10to20People_Many
20 Nachikufu ward NaN Kabundi intergrate livestock project Greaterthan16Lima_Size TRALARD_LNM yes 20to30People_Many
21 Nachikufu ward Kaloswe community Forest Bee keeping, chickrn rearing and oniion Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
22 Lulimala ward Chimyaga muchele community forest Faorest, bee keeing and garden Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
23 Lulimala ward Limalal primary school( ptoduction unit committr) Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many
24 Lulimala ward Mibobo communitybforrst Forest and bee keeping Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
25 Lulimala ward Chaya bee keepimg Bees 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many
26 Lulimala ward Choso goat rearing Goats and gardening Greaterthan16Lima_Size TRALARD_LNM yes Greaterthan40People_Many
27 Lulimala ward Bunishi banana goat rearing gardening Goat rearing and gardening 8to12Lima_Size TRALARD_LNM yes 30to40People_Many
28 Lulimala ward Kambili cooerative Pig rearing and orangrs 12to16Lima_Size TRALARD_LNM yes 30to40People_Many
29 Lulimala ward Production Unit Committee Chunda Ponde Secondary School Tree Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many
30 Lulimala ward Oroduction unit comkitte chunda ponde primary scjool Tree plantation Lessthan4Lima_Size EbA_CENTRAL_MUCHINGA_LUAPULA yes Lessthan10People_Many
31 Lulimala ward Lilimala cooertaives Chicken rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many
32 Lulimala ward Chunda ponde buikking centre It is will be stotage of farming products except maize Lessthan4Lima_Size TRALARD_LNM yes 10to20People_Many
33 Kalanga ward Miyombe acquaculture cooperative society Fish ponds , gardrning and a poutry is beeing planned 8to12Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many
34 Kalanga ward NaN Goat rearing 4to8Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many
35 Kalanga ward Stop the chop women club In future they will plant pine trees and sunflower Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many
36 Kalanga ward SDA Main church Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many
37 Kalanga ward Nursery Tree plwnting Pine trees Lessthan4Lima_Size TRALARD_LNM yes Lessthan10People_Many
38 Kalanga ward Tikokelane saving group Saving or loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many
39 Kalanga ward Hope saving for change Saving and loans NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many
40 Kalanga ward Vitumbiko cooerqtives Fish ponds Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 30to40People_Many
41 Ntonga ward Non Bee hives NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many
42 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many
43 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Lessthan10People_Many
44 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no Lessthan10People_Many
45 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
46 Ntonga ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
47 Ntonga ward Muwalule conservation club Piggery rearing and bee keeping 8to12Lima_Size TRALARD_LNM yes Lessthan10People_Many
48 Ntonga ward Nachipuzi woenen club Goat rearingwe 4to8Lima_Size TRALARD_LNM yes 10to20People_Many
49 Chitimbwa ward Nkalandu Chicken rearing and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many
50 Chitimbwa ward Kampemba cooerativ Chiecken and gardening Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many
51 Chitimbwa ward Izuka coper Pog rearing 12to16Lima_Size TRALARD_LNM yes 30to40People_Many
52 Chitimbwa ward Chammwisanza Pigg rearing 4to8Lima_Size TRALARD_LNM yes Greaterthan40People_Many
53 Chitimbwa ward Chitimbwa woemenn club Goat rearing 4to8Lima_Size TRALARD_LNM yes 30to40People_Many
54 Chitimbwa ward Mookeleni Coooeeative Piig rearing 4to8Lima_Size TRALARD_LNM yes 20to30People_Many
55 Chitimbwa ward Mikango coperrati Pig rearing Lessthan4Lima_Size TRALARD_LNM yes 30to40People_Many
56 Makuya ward Kanyamisouv cfmg Forest and behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
57 Makuya ward Makuya CFMG Natural and behovees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
58 Makuya ward Kewundu CFMG Beehavies and trees NotApplicable_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
59 Makuya ward Kimba cfmg Fiorse qnd behives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
60 Ntambu ward Chhulu cfmg Trees and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
61 Ntambu ward Mpulumpa ward Tress and beehivess Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
62 Silunga ward Kayo ge cfmg Forest and beehives Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
63 Makuya ward Kema Behivees, trees Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
64 Makuya ward Kesumpa CFMG Behevies and Tress Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
65 Ntambu ward Ntambu central cfmg NaN Greaterthan16Lima_Size Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
66 Ntambu ward NaN NaN NaN Ecosystem Conservation_NORTH_WESTERN yes Greaterthan40People_Many
67 Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
68 Namwala Central ward Non applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
69 Namwala Central ward Not applicable Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
70 Namwala Central ward Shapopa shachala Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
71 Namwala Central ward Manokubwana Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
72 Namwala Central ward Sepa sahao MPCS gardening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many
73 Namwala Central ward Tusole youth centre Gardening NaN SCRiKA_LS yes NaN
74 Namwala Central ward Chinyemu B Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
75 Namwala Central ward Chiyemyu A Gargening Lessthan4Lima_Size SCRiKA_LS yes 10to20People_Many
76 Namwala Central ward Maselo widows club Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
77 Namwala Central ward Namwala multipurpose coperetive Gardening, chicken rearing and winter maize Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many
78 Namwala Central ward Savings for change Nakable Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 10to20People_Many
79 Namwala Central ward Maunga saving group Saving NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes 20to30People_Many
80 Namwala Central ward Alternative livelihood Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
81 Namwala Central ward Shomachako saving group Savings NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN yes Greaterthan40People_Many
82 Namwala Central ward Namwala persons with disabilities Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many
83 Namwala Central ward ShibukoloMPCS Goat rearing NaN SCRiKA_LS yes 10to20People_Many
84 NaN NaN NaN NaN NaN NaN NaN
85 Mbila ward Nanagwe goat rearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many
86 Mbila ward Kaunga goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many
87 Mbila ward Shandubula borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many
88 NaN NaN Mbila ward Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many
89 Mbila ward Mabula borehore Gardening NotApplicable_Size SCRiKA_LS yes 30to40People_Many
90 Mbila ward hikolo borehole project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many
91 Mbila ward Makumucha Dip Tank Dipping cattle 4to8Lima_Size SCRiKA_LS yes Greaterthan40People_Many
92 Mbila ward Twapenga goat Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 30to40People_Many
93 Mbila ward Muchenje Poultry Poutry rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
94 Mbila ward Twambo bee keeping Bee keeking Greaterthan16Lima_Size SCRiKA_LS yes 20to30People_Many
95 Mbila ward Nakaalanta borehole Geradening NaN SCRiKA_LS yes 30to40People_Many
96 Mbila ward Mikimutuba birehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
97 Mbila ward Mutwe Mano poutry Rearing chichen and incubators Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
98 Mbila ward Munyinga cattle reatpring Dip tanknfor cattle 4to8Lima_Size SCRiKA_LS yes 10to20People_Many
99 Mbila ward Yomena borehole Gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
100 Luubwe ward Muntu Monzo goat rearing Goat rearing Greaterthan16Lima_Size SCRiKA_LS yes 10to20People_Many
101 Luubwe ward Inkabe yalaangana goat Dip tqnk and gaot reatpring 4to8Lima_Size SCRiKA_LS yes 20to30People_Many
102 Luubwe ward Luubwe Livestock Centre Dipping and gerdening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
103 Luubwe ward Maubi Cattle restocking Dipp tank Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
104 Omba ward Tunjile Goat Structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
105 Omba ward Mmbiza solar powered Gerdening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many
106 Omba ward Hangoma Solar powered Gardening Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
107 Omba ward Habanyama solor power Gardenning Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many
108 Omba ward Shaamba Solar Power Gardenung Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many
109 Omba ward Shamba goat structure Goat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
110 Omba ward Sikapande solar powered borehole Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many
111 Omba ward Fumbe Fumbe solar borehole Gardening Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
112 Omba ward Habulungu solar powered Gardening Greaterthan16Lima_Size SCRiKA_LS yes Greaterthan40People_Many
113 Omba ward Maika Male Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many
114 Omba ward Moomba goat structure Giat rearing Lessthan4Lima_Size SCRiKA_LS yes Greaterthan40People_Many
115 Omba ward Mbalanji goatvrearing Goat rearing Lessthan4Lima_Size SCRiKA_LS yes 20to30People_Many
116 Omba ward Tugwasane goat structure Goat rearing NaN SCRiKA_LS NaN NaN
117 Omba ward Kamuseka solar project Gardening Greaterthan16Lima_Size SCRiKA_LS yes 30to40People_Many
118 Omba ward Omba Solar borehole Gardening NaN SCRiKA_LS yes 20to30People_Many
119 Kalobolelwa ward NaN Goat reaeing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
120 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
121 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
122 Kalobolelwa ward Lichichecho goat rearing project Gost rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many
123 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
124 Kalobolelwa ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
125 Kalobolelwa ward NaN Goat NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
126 Kalobolelwa ward NaN Goat NaN SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
127 Kalobolelwa ward Ituse garde ing NaN Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many
128 Mwanambuyu ward Lituye piggery project Giggery rearing NaN SCReBS_WESTERN yes 10to20People_Many
129 Mwanambuyu ward Tamahano Piggary Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many
130 Mwanambuyu ward Luswalane piggery Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many
131 Mwanambuyu ward Swalapilu gardening Gardening Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many
132 Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
133 Mwanambuyu ward Kwitingile gardenning Gardening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many
134 Mwanambuyu ward Mandiyanje Pigg rearing Lessthan4Lima_Size SCReBS_WESTERN yes Lessthan10People_Many
135 Mwanambuyu ward NaN Goat rearing NotApplicable_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
136 Mwanambuyu ward NaN Goat reatpring Lessthan4Lima_Size SCRALA_SOUTHERN_WESTERN_NORTHEN no NaN
137 Mwanambuyu ward Sopu Siwa project Cassava 4to8Lima_Size SCReBS_WESTERN yes 10to20People_Many
138 Mwanambuyu ward Mundimunene Piggery Piggery NotApplicable_Size SCReBS_WESTERN yes Lessthan10People_Many
139 Yeta ward Kolo Goat rearing Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many
140 Yeta ward Kutiya goat Goat rearing NotApplicable_Size SCReBS_WESTERN yes 10to20People_Many
141 Yeta ward Yeta Fibre Project Making Fibre from the roots of trees with disturbing the trees Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many
142 Yeta ward NaN To give moisture to crops Lessthan4Lima_Size PIN_WESTERN no NaN
143 Yeta ward Namangu Fibre/Poultry/Mushroom project Making fibre from roots rearing of chicken and growing of mashrooms NotApplicable_Size SCReBS_WESTERN yes 20to30People_Many
144 Yeta ward NaN Biochar NotApplicable_Size PIN_WESTERN no NaN
145 Yeta ward NaN Biochar NaN PIN_WESTERN no NaN
146 Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN
147 Yeta ward Biochar Gardening Lessthan4Lima_Size PIN_WESTERN no NaN
148 Yeta ward B iochar Gardenning 8to12Lima_Size PIN_WESTERN no NaN
149 Yeta ward Piggery, fishponds and gardening Fish ponds and piggery and gerdening Lessthan4Lima_Size SCReBS_WESTERN yes 10to20People_Many

[Back to top]

9.1 Main project Types¶

This shows the number of questionaires that were administered to each project type
In [255]:
MP = df6['Name_Main_Project'].value_counts(dropna=False)
In [256]:
MP
Out[256]:
Name_Main_Project
SCRiKA_LS                               44
TRALARD_LNM                             40
SCRALA_SOUTHERN_WESTERN_NORTHEN         30
SCReBS_WESTERN                          15
Ecosystem Conservation_NORTH_WESTERN    11
PIN_WESTERN                              6
EbA_CENTRAL_MUCHINGA_LUAPULA             3
NaN                                      1
Name: count, dtype: int64
In [257]:
ax = sns.countplot(df6["Name_Main_Project"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 8: The Total Number of Respondents in each of the Main Project", fontsize=14)
plt.show()
No description has been provided for this image

9.2 The Wards¶

The wards that had respodents and their number
In [258]:
WN = df6['Ward_Name'].value_counts(dropna=False)
In [259]:
WN
Out[259]:
Ward_Name
Namwala Central ward    17
Omba ward               15
Mbila ward              14
Yeta ward               11
Mwanambuyu ward         11
Lulimala ward           11
Isamba ward             10
Kalobolelwa ward         9
Ntonga ward              8
Kalanga ward             8
Moofwe ward              7
Chitimbwa ward           7
Makuya ward              6
Nachikufu ward           5
Luubwe ward              4
Ntambu ward              4
NaN                      2
Silunga ward             1
Name: count, dtype: int64
In [260]:
ax = sns.countplot(df6["Ward_Name"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 9: Number of Respondents in each Ward", fontsize=14)
plt.show()
No description has been provided for this image

9.3 Number of beneficiaries¶

It shows the number of households that benefited from the interviewees
In [261]:
NB = df6['Number_Beneficiaries'].value_counts(dropna=False)
In [262]:
NB
Out[262]:
Number_Beneficiaries
Greaterthan40People_Many    40
10to20People_Many           25
NaN                         25
20to30People_Many           24
30to40People_Many           23
Lessthan10People_Many       13
Name: count, dtype: int64
In [263]:
ax = sns.countplot(df6["Number_Beneficiaries"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 10: Number of household beneficiaries in each Cohort Category", fontsize=14)
plt.show()
No description has been provided for this image

9.4 Size of Landscape¶

In [264]:
SIZE = df6['Size'].value_counts(dropna=False)
In [265]:
SIZE
Out[265]:
Size
Lessthan4Lima_Size        48
Greaterthan16Lima_Size    40
NotApplicable_Size        31
4to8Lima_Size             13
NaN                       10
8to12Lima_Size             5
12to16Lima_Size            3
Name: count, dtype: int64
In [266]:
ax = sns.countplot(df6["Size"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 11: Number of beneficiaries in each Land Size Category", fontsize=14)
plt.show()
No description has been provided for this image

9.5 Represing Others¶

It looks at those representing one house and more
In [267]:
RO = df6['Representing_Others'].value_counts(dropna=False)
In [268]:
RO
Out[268]:
Representing_Others
yes    125
no      23
NaN      2
Name: count, dtype: int64
In [269]:
ax = sns.countplot(df6["Representing_Others"])
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
    ax.set_title("Figure 12: Number of beneficiaries Representing Others", fontsize=14)
plt.show()
No description has been provided for this image

[Back to top]

10. Reasons¶

The pandas dataframe depicts columns for the reasons to the responses to the likert scales

In [273]:
df7=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,8,10,11,13,14,15,17,18,19,20,22,23,24,25,26,27,29,31,32,33,34]], axis = 1)
In [274]:
df7
Out[274]:
Cultural_Practices_Hinder_Reason Cultural_Aspects_Considered_Reasons Connection_Nature_Reasons Change_Livelihood_Easy_Reasons Contributor_Landscape_Transformation_Reasons Landscape_Depeneded_Livelihood_Reasons
0 It has never happed before in his life time There is no cultural history in the area The animals can be used by the future generation as well If the SES are taken care of they can increase in number and bring income The trees have been depleted and it has caused reduced rainfall He cultivates a large area of land so that some crops can be sold for a livelihood
1 There is need to harvest trees when they have fully grown the same applies to biodiversity There is need to have power in what is being formulated so that there is ownership How the animals can be used as an example on how people should lead their life The SeS can be depleted thus there need to change to agriculture like goat rearing Because i have to clear the land for agriculture to plant crops hence the landscape change The catching of fish is the source of income in this area
2 There are no customary practices that hinder sustainable management There are no cultural aspects Through experiments he gains knowledge on the management of forest Change is easier because he is the one who has decides to change There would a reduction in the number of trees hence contributing to climate change He depends much on agriculture the most than fish because the fish can be depleted
3 There are crop rotations made on the land when cultivating to ensure fertility of soil At the time of getting the land for the project it comes with regulations To use some of them for income Because my livelihood would improve Because it requires a huge land than the others like making charcoal Food is the main source of livelihood thus without it there is no way to earn a living
4 There is nothing We only follow what the chiefs and the government say They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture There has been things like climate change affecting us thus the thought to change Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals The water is used for gardening and other things
5 There is nothing There is nothing There improvement in the sustainable management of forests If there is new improvement like cooking stove we can change the way of livelihood The agriculture activities involve cutting huge land That is a source of income as well as food for consumption
6 There is nothing There is nothing They are a source of income and for the future generation to see them There can be destruction of SES The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains The farming helps in sourcing of food
7 You are allowed to cultivate an area for 3 years before shifting to another area There are rules that along the river banks, the trees do not need to cut down Source of income There is need to change from cutting down to other activities There are agriculture activities for food That is a source of income
8 There is nothing There is nothing It is a source of income There is need to change to activities that do not destroy the environment There is no electricity thus a huge demand for energy Thats a source of income
9 There is nothing There is nothing They should be kept for future generation to what is there They can be changed through learning It is for agriculture purposes that brings income It is a source of livelihood
10 There is no cultural history within the community except from the governmnet The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects Thats were we get income as well as for example cattle we use it for cultivating Because everything we use comes from natural resources like tree for building, animals for proteins The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants It is where income comes from for a living
11 There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected If we had kept well the projects like chicken and goats that would help to not depend on the natural resources The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation It helps us cultivate cassava and maize, there is not much fishing activity
12 There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees There is nothing There is need to keep the fish for instance fish in the ponds so that they do not get extinct Through the fish ponds of our project They burn down the trees that were about to shoot up From farming we obtain food for consumption at household level
13 There are no cultural norms At the moment we follow the laws of the government and not cultural norms Because we are the ones who look after them on a daily basis Because they can also improve our livelihood in future Chitemene system for cultivation leads to deforestation than the others There comes food for a living
14 There is nothing There is nothing It is a source of livelihood As long as I have money for other livelihoods It is a source of food for most people in the area It is where our food security comes from
15 There is nothing We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river We want to venture into farming and that the reason why we shifted to the place we are located Thats were we get our livelihoods The trees bring rainfall in our area as compared to our areas
16 There is nothing We do not know what the norms are No answer It is a source of income It is the source of income It is the source of income
17 There is nothing There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land For the purpose of future to meet their needs NaN Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile The majority of people cultivate land for livelihood than depending on buying in shops
18 There are customary practices that protect the environment like the way ZAWA protects the biodiversity There is nothing at the moment of having traditional leader doing spritual activities on the projects They are a source of income They can assist in having adequate water if trees are not cut as well as future general to see the natural resources Buring can destroy the products or crops that are in the soil If there is less rainfall it helps us as a source of water
19 He has never heard of that or learnt about it We do not include cultural practices The trees help us in bring rainfall The world is becoming mordenised thus we need to adapt to the current status The cutting down of treed can change the landscape Thats whats is common within our area
20 There is chitemene system which is a customary practice that destroys the environment So that the project can move well if the headman is not in the project otherwise if included it might have problems Source of income Thats where some of our income comes from NaN They are a source of traditional medicine
21 There are cultural practices to burn the bush at a certain period for harvesting They are not included We harvest at the right time to prevent or to management the natural resources properly There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much The cutting down of tress destroys much because there is no regrowth It provides water for drinking and water is life
22 The cutting down of trees along the river is not allowed If there are no customary practices the natural resources can get destroyed Through taking care of them We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water For us to have income a huge area of trees has to be cut down Water is the source of life
23 There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale No answer Source of income It is because we depend on natural resources thus changing is not easy There are commercial agriculture activities that clear huge chucks of lands It is a source of food crops and income
24 Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity No answer Source of income I do not use natural resources Source of income We use them are for cultivation
25 If there are no cultural practices, the future generations will not know anything If it is not done the product or project will not work well They bring development such as tourism There natural resources that are protected that cannot be accessed For forming og food crops Source of income
26 NaN NaN For income We use them according to the accepted norms That is the source of income We are mostly farmers
27 The customary practices promote early burning but some people tend to burn late We follow the customary practices but people burn late which is not inorder The natural resources like trees give shade, medicine and we also get fresh air Yes but we normally use natural resources somehow There are people who plant huge areas of land for a livelihood Thats is the sources of income for our livelihoods
28 There are no cultural practices We do it so that our livelihood can improve Like water is the source of life while trees are source of fresh water We depend on agriculture and not the natural resource like forest The animals will not have food as well as the trees would dry He has a lot of activities that comes from water
29 The unregulated allocation of parcels of land in the forests They are not available NaN NaN For income and food crops For food crops
30 There is nothing We do not consider NaN They are are source of income For farming activities which brings income It is where food crops come from
31 Ba chipupila"" they have customary practices for protecting the natural resources We just follow the historical practices of our forefathers They are source of income We mostly use goats and pigs in our livelihoods The soil gets degraded and we movebto another portion of land Thats is the source of food crops as well as income
32 There are places such as grave yard which are protected from deforestation There cultural practices such as spririal rites done by traditional authority NaN So that the environment is protected and I have some business that I have It is a source of income The wetlands and trees have the same values in helping us such as source of traditional medicine
33 There is nothing The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources They are a source of income It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats Thats were we grow our crops for a livelihood
34 There is nothing There is nothing The ZAWA Officers are the ones connected to them because they look after them No answer The cutting down of trees destroy or change the landscape because it is for a livelihood The livelihood we have is farming as our main stay
35 The land where the natural resources are located are owned by the traditional authority A project cannot operate without consulting the traditional authority NaN They can change slowly due to low performance of the group The trees have challenges in growung up if they are burned It provides resources for the people in terms of wood
36 There is nothing There is nothing NaN There are the livelihoods we engage in such as keeping goats and fish farming The people who are cutting tree for charcoal destroy them such it is difficult for regeneration We obtain food crops that assist us in our livelihood
37 Chitemene system destroys the environment We do not do that They are a source of income through tourism I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses Source of income Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert
38 There is nothing There is nothing NaN We do not depend on them The trees dry when they are burnt It is a source of crops for food
39 I have experienced the cultural practices interfering forest management No answer NaN It would be difficult but after some time it would change gradually The fires cause a lot of damage to biodiversity as well as plants Thats were we grow crops for our livelihoods
40 There is nothing There is nothing No answer NaN The trees get burn reducing regeneration as well as the fertility of the soil Source of life
41 Our old parents taught us to protect the environment so that is more like a customary practice We do not do it They help us in being a source of food as well as water There is need to change because the world is developing hence to move with it The trees get destroyed when they are burnt and it is difficult for them to regenerate When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees
42 There is nothing We do not do that it as it is unneccesary Where trees are protected it leads to rainfall in the area The keeping of goats helps in protecting the environment because the livelihood is depend on them The cutting of trees for charcoal prevents regeneration Thats where we get food products for our livelihoods
43 There is nothing We do not have They are a source of livelihood They are a source of income The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land Water is life
44 There is nothinhg Sometimes we discuss locally how the animals are going to be looked after NaN So that the government can support us in turn we protect the environment The small biodiversity are destroyed by fire Water is life
45 We do not have any traditional practices but it is only the government that guides us on what we should do We do not have anything Somehow but more to protect them I only use domesticated animals Burning destroys the trees Water is life
46 There are rules that are made which are customary practices that should be followed We always follow the laws that are taught to us They help in a lot of things such as the air we breath If there are people who are teaching you there are new things that you learn The fire burns the trees and it leads them to dry No answer
47 There are places that they do not allow cutting trees as well as cutting down fruit bearing trees We do not do it They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find The people cutting huge chucks of land for cultivation of crops That is where crops and income comes from
48 NaN NaN NaN NaN NaN NaN
49 If there is no protection of the environment the resources can be depleted We can destroy the environment if there are no customary practices NaN If it is the protected resources we can change When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed Thats were we get food that we eat
50 There is nothing There is nothing NaN We do not use them That is the source of livelihood Source of livelihood
51 There is nothing There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility NaN As long as there is help from the government Thats is the source of food crops Life is water
52 There is nothing, the SES are looked after the game park officers or officers mandated to do so NaN NaN So that that we can do farming Because people are just cutting the trees anyhow Water is life for evryone to drink
53 There is no cutting of trees anyhow We do not include NaN The project we have can help us improve our livelihoods The cutting of trees for charcoal finishes trees than others That were our income and food crops come from
54 There is nothing There is nothing NaN There are things of just learning more in what we are already doing NaN Where there are trees it rains much as well as the soil is fertile
55 They teach us to protect the environment through preventing Chitemene system NaN NaN NaN The burning destroys the fertility of the soil Water is life
56 We always teach people or community on how to protect the environment They cannot be changed because we would like to have the environment protected for our generation to see them in future Thats where we get honey from the bees hive for us to have a lot of money We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods NaN Thats were we get foods crops for our survival
57 There is nothing Previously people used to cut trees anyhow but now there is change NaN We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one That the reason we were told to start doing conservation farming which entails farming in the same locality NaN
58 There is nothing We do not NaN We are earning from natural resources so that we can develop Chitemene systems and burning have been disallowed Each and every individual depend on agriculture land
59 There is nothing The cultural aspects are considered because they are within the CFMG NaN The change is easier because it is depent on the people and it can be easily changed It is the main purpose we do for our livelihood NaN
60 There is nothing NaN NaN NaN NaN NaN
61 NaN NaN NaN NaN NaN NaN
62 There is nothing There is nothing Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants Water is life thus if there is no water all the plants will dry
63 The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity NaN NaN NaN The land cultivated is done on a big land that transforms the landscapes NaN
64 They normally give rules on how to protect the environment NaN NaN We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now We want to reduce the burning of the areas because it destroys the environment NaN
65 The traditional methods of harvesting such as poaching, burning and cutting down of trees NaN NaN If there are other sources of earning a living That is the main stay of living NaN
66 There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment Even the Bible says do not forget your roots NaN Through management of the forest and through capacity buildiing The fire destroys the flowers for the production of honey which is reduced That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer
67 There is nothing We do not include it in our aspect For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly It is a challenge to change because there are always up and downs when changing from one situtation to the other The people that make charcoal cut down trees that are fresh and they cut a huge area Water is life and is used in every situation such as cultivation, watering gardens
68 There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter We always follow what we are told NaN NaN NaN It brings us food as well as income
69 I have no idea NaN NaN NaN NaN NaN
70 A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region NaN There is climate change that forces to change the livelihoods It destroys a lot of biodiversity such as eggs of birds and snakes During floods cattle go to the forest areas where they graz
71 There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down There is nothing NaN We only depend on domecticated animals Their livelihood depends on the activities of charcoal burning Thats where we get our food from
72 There is nothing The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village NaN As long as there is support from somewhere The animals are always grazing through the vegetation and there is no room given to plants to sprout out Because am a farmer
73 NaN NaN NaN NaN NaN NaN
74 There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers There is nothing included NaN If there are resources we can change the livelihood When the trees are cut for charcoal, the stem dies and no replacement for it That is where we farm the products
75 There is nothing NaN NaN As long as we have no where to depend on for our livelihoods Fire destroys everything than the others because even the biodiversity get killed Thats where we get food crops
76 The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities The groups have their own mission like our group we give money to the orphans from the profit we make NaN If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change The fires cuts across a huge area and kills everything on it way Thats where we get food crops
77 There is nothing Nothing is considered NaN Thing are evolving thus I cannot be stagnant Most of the land is used for agriculture purposes and cutting is done at a large scale That where we get most of the food crops and livelihood is dependent on it
78 I have not heard of anything like that NaN NaN Because am used to it NaN It destroys life and it is difficult to regenerate
79 There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed We do not do it NaN As long as we are helped with altrenative livelihoods Burning destroys life and everything in it Our livelihood is based on farming
80 There are bad fishing methods as well as people settling in the game parks There is nothing NaN We are trying to shift to make gardens for our livelihoods The fire destroys almost everything They are a source of source of livelihood
81 There is nothing that i know that can hinder We do not do it NaN When changing to another lifestyle it means that you are starting a new life It causes soil erossion That where we get food crops for our livehoods
82 There is nothing Nothing is considered NaN The way things of climate change are it calls for changes The agriculture activities is about uprooting the tree thus distruction of the environment The area for farming are found in the forest areas
83 There is nothing There is nothing NaN As long as there are different alternative livelihoods The burning covers a huge area and kills all the biodiversity on it ways That where our cattle graze
84 NaN NaN NaN NaN NaN NaN
85 There is nothing We do not NaN Yes because we are depending of the catle we are looking after thus it is easy to change The making of charcoal mainly focuses on big trees that make a desert in the area That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources
86 I do not know NaN NaN If there is no profit in one livelihood I can change to another type of livelihood It destroys the tree if everyone was to cutting trees for energy We are farmers by nature
87 There is nothing Not included NaN It is not easy but it is important to change because of climate change where you have to change without taking alternative When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture Thats a source of food crops
88 There is nothing NaN NaN Our livelihood depends on farming as our main activities NaN Thats were food comes from
89 There is no such things We do not include NaN Changing is difficult but when you get used it is fine If the trees are cut the environment would be destroyed and the air quality would be bad Thats where we get food for eating or our livelihood
90 There is nothing There is nothing included NaN Because we are always depending on farming thus a change would lead us to access through that we do not have currently When you cut trees the rainfall will reduce that will lead to animals dying of thirst Where we cultivate, that is were we get crops
91 There is nothing There is nothing NaN We are always focused in agriculture thus it is a little bit difficult to change There is no clear law that prevents people from being scared of burning the bush That is were food and income come from to help us
92 There is nothing No answer NaN No answer NaN Thats where we get maize our staple food from farming
93 NaN NaN NaN I would prefer to shift to gardening that other activities NaN We are keeping birds and gardening thus the forest can be protected as well as the animals
94 Thee is nothing NaN NaN If the change leads to a better life it can be easy NaN That were we are found
95 There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money NaN If there are some guidelines to assist in changing the livelihood The huge land is cleared for gardens Source of food crops
96 There is nothing Not included NaN It is but currently there is drought thus difficult to change It is a continuous process of cutting tree for charcoal thus it destroys the landscape The wetlands are dry thus, we depend on agriculture for food crops
97 There is nothing Nothing NaN I do not know because the livelihood I would change might be worse than the current one The rainfall will reduce and there would be too much wind as well as climate change Thats where get crops for food
98 There is nothing Nothing NaN It can be changed with dependency to climate change When the trees are reduced we are going to have a problem with the rainfall That were food is gotten and a borehole can be sank
99 NaN NaN NaN NaN NaN NaN
100 Some people still want to lead a life of hunting and the use of mosquito nets for catching fish The project is bettering our lives NaN As long as there are more advantages than disadvantages as well as technology allow it to be done There are a lot of famers thus it is the major contributor Animals graze in the forest and wetland and houses are made from trees from the forest
101 NaN NaN NaN NaN NaN We are farmers
102 NaN NaN NaN But we only depend on the forest and wetlands Source of livelihood such as crops Thats were our animals feed
103 The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants There is nothing NaN The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits NaN The animals graze in the wetlands as well as in the forest
104 There is nothing They are under the control of the Chief who can make changes to them NaN If we are changing to the better one We are farmers Thats were we get our income
105 There is nothing NaN NaN Life is hard due to high cost of commodities The animals can have problems where to find food Everything comes from agriculture
106 There is nothing There is nothing that is included NaN We have only one activity that we do here such as farming thus changing is difficult When you burn the bush it destroys both the tree and as well as the animals It is where we farm our crops
107 There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall They are not taken into consideration NaN Our livelihood is just based on farming The burning makes the trees dry as well as young animals get killed Water is a source of life for our animals such as cattle
108 Some cultural activities such as getting roots from the trees for medicine can destroy the trees The project can be destroyed because of culture NaN We always use products from the forest The fire distroys almost everything even birds in the forest are destroyed We are farmers by nature
109 NaN NaN NaN Our livelihood is difficult at the moment because of climate change We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor We are farmers by nature in southern province
110 Only in not following the laws When we have been taught NaN NaN NaN Thats were we get income from
111 NaN NaN NaN There is a problem with the boreholes NaN NaN
112 There is nothing There is nothing NaN There is no problem thus we cannot change The burning of the bush destroys the environment Water is life because our cattle drink water from the wetlands
113 There is nothing NaN NaN NaN The animals depend on grass thus if burnt the animals would die Water is life and our domesticated animals need water and we depend on the animals
114 Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees We do not NaN It is not easy but it is a good thing we depend on farming for our livelihood Thats where we get our food crops
115 There is nothing The traditional leaders have to accept that a certain project has to be done on a specific place NaN The person can not change unless the person is shown what to do For charcoal, people burn big tree that destroys the habitat for animals Thats where we get food crops and income
116 NaN NaN NaN NaN NaN NaN
117 NaN There is nothing NaN We can not manage to live without depending on the forest like our craw we use the trees NaN From agriculture we get food crops and income
118 No response The projects are not associated with the cultural aspects NaN The way we live we adapt any environment like now we have climate change thus we have adapted to challenges Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt That is the major activity around this area
119 There is nothing Thee is nothing NaN NaN If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it From there we have food crops
120 There is nothing There is nothing NaN NaN The grass for grazing animals would be destroyed Thats were we get food for our living
121 NaN We do not It is only the starting point that is difficult to change because in needs finances It destroys the food for the elephants on which it depends after it has been burnt Thats where we get food crops
122 There is nothing NaN NaN Because i do not have the livelihood am shifting to Fire destroys the habitat of animals We are farmers
123 There is nothing NaN NaN NaN The animals feed on the grass and when the grass is burnt the animals come into the community to disturb Thats where we get food
124 There is nothing Not considered NaN We have our livelihoods It burns the destroys the habitat of the animals We are more into farming
125 There is nothing There is nothing NaN If we find someone to assist us we can change Cutting down trees comes with it strong wind We are farmers
126 NaN NaN NaN Am not sure of the future thus i cannaot change NaN Thats where food comes from
127 There is nothing There is nothing NaN It is a challenge NaN We are farmers
128 There is nothing There is nothing NaN The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective Thats is where our food comes from Thats were we have our animals graze
129 The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing It is because the project does not come through BRE NaN It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die Cutting down trees to make garden""matema"" meaning the trees will not be replaced. When the floods go they leave moisture thats helps people grow their crops
130 NaN They are not part of the project NaN NaN Fire burns everything in terms of life Thats where we grow our food crops
131 There is nothing We do not NaN The person leading a better life he cannot change The fire destroys the grazing grass for the animals In the wetlands is where we cultivate rice as well as get water for watering the gardens
132 There is nothing NaN NaN If we have the knowledge to use thing that have been given to us by the government and live a good life People are always burning the bush without any control That is were we get food for eating
133 There is nothing We do not NaN If there is a law that ask us to change we can do it It destroys all life Thats were we grow crops
134 There is nothing Nothing NaN As long as I have help from somewhere Fire burns the whole area Thats were we get food
135 There is nothing We do not NaN It is easier after a long time or process Burning kills at lot of things and biodiversity Thats where our food crops come from
136 There is nothing There is nothing NaN Am at an old age thus i cannot change my livelihood The trees cut are a lot thus it distructs a lot Thats where food crops comes from
137 There is nothing We do not because we only follow the teachings NaN As long as we have what to use to change them When the trees are cut, they do not grow again Thats where we get our food crops
138 There is nothing The cultural aspects are not included NaN I have limited responsibility thus it is easy to change The cutting down tree brings drought Thats where we get food crops
139 There is nothing The cultural aspects are not included NaN I just have to continue trying The trees had been cut in our area and possing a treat of strong winds We are farmers of rice
140 There is nothing We do not NaN This period is of climate change that calls for different way of doing things When it rains the water just flows due to lack of trees to block them That were we get our food crops
141 NaN We included the induna NaN If am empowered, it is easy It can lead to climate due lack of trees We cultivate in the flood plains were we can and that is where animals graze
142 There is nothing No we do not NaN If you use the knowledge adquately it is easier The animals will not have where to graz thus make them move long distance to find pastures Thats where we get food from
143 There is nothing They are not included NaN As long as there is need for me to change as well as climate change The rainfall is back up by green vegetation thus when burnt there will be less rainfall We are farmers
144 There is nothing We do not include NaN It is easier as long as there is commitment When the trees get burnt, they dry and thats the reason we have less rainfall That is where we get our crops from
145 NaN NaN NaN NaN NaN NaN
146 There is nothing Only the indunas that send the representative to learn and they accept the project in the community NaN The person can make a decision through looking back to what he or she has done so as to make corrective measures They use Chitemene system of just cutting trees for charcoal We farmers
147 There is nothing There is nothing NaN As long as you are committed The trees that are cut and made into charcoal, the trunks or stems do not grow Thats where we get food and money
148 There is nothing There is nothing NaN It is difficult but as long as you follow what you have been taught you can change It destroys everything on its ways That were our food crops are found
149 There is nothing We do not do it NaN As long as I have the capacity to do so It destroys everything on its path Thats where we plant maize and rice

10.1 Reasons for Cultural Practices Hidering¶

 The reasons for cultural practices that hinder transfromation
In [275]:
lemmatizer = WordNetLemmatizer()
CPH = df7['Cultural_Practices_Hinder_Reason'].str.lower().str.cat(sep=' ')
CPH_words = nltk.tokenize.word_tokenize(CPH)
CPH_filtered_tokens = [word for word in CPH_words if len(CPH_words) >= 4]
CPH_lemmatized_words = [lemmatizer.lemmatize(word) for word in CPH_filtered_tokens]
CPH_token_counts = Counter(CPH_lemmatized_words)
CPH_columns = pd.DataFrame(CPH_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CPH_columns)
            Word  Frequency
0          there        104
1             is         94
2            the         74
3        nothing         74
4             to         35
5            are         26
6           that         25
7             of         25
8              a         20
9       practice         16
10          tree         15
11            ''         14
12           not         13
13   environment         12
14            no         11
15           and         11
16        people         11
17      cultural          9
18           but          9
19            it          8
20            in          8
21           for          8
22          from          8
23       protect          8
24          have          7
25     customary          7
26          land          7
27     community          7
28          down          7
29            do          7
30    management          6
31       cutting          6
32          such          6
33            ha          5
34          they          5
35            be          5
36            or          5
37   traditional          5
38             i          5
39            we          5
40           can          5
41          when          4
42  biodiversity          4
43            on          4
44          area          4
45          well          4
46       burning          4
47          bush          4
48         which          4
49            if          4
50          some          4
51        forest          4
52            ``          4
53          time          3
54        hinder          3
55          rule          3
56         chief          3
57    harvesting          3
58        period          3
59        should          3
60            so          3
61          burn          3
62          like          3
63            he          3
64     chitemene          3
65        system          3
66      destroys          3
In [276]:
lemmatizer = WordNetLemmatizer()
CAC = df7['Cultural_Aspects_Considered_Reasons'].str.lower().str.cat(sep=' ')
CAC_words = nltk.tokenize.word_tokenize(CAC)
CAC_filtered_tokens = [word for word in CAC_words if len(CAC_words) >= 4]
CAC_lemmatized_words = [lemmatizer.lemmatize(word) for word in CAC_filtered_tokens]
CAC_token_counts = Counter(CAC_lemmatized_words)
CAC_columns = pd.DataFrame(CAC_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CAC_columns)
           Word  Frequency
0           the         73
1           not         52
2            is         51
3            we         47
4         there         45
5       nothing         39
6            do         36
7            to         23
8           are         23
9            it         17
10      project         15
11         that         13
12           of         13
13     cultural         12
14         have         11
15          can         11
16     included         11
17         they         11
18           no         10
19           in         10
20            a         10
21      because         10
22  traditional          8
23       aspect          7
24       follow          7
25     practice          7
26          and          6
27           be          6
28           if          6
29          our          6
30          for          5
31         from          5
32      include          5
33   considered          5
34         what          4
35           so          4
36        chief          4
37         give          4
38           or          4
39       answer          4
40    authority          4
41           at          3
42         time          3
43         land          3
44         only          3
45   government          3
46            u          3
47         when          3
48          law          3
49        place          3
50        would          3
51         well          3
52    customary          3
53    destroyed          3
54         done          3
55          but          3
56       people          3
57       change          3
58    community          3
59      history          2
60         need          2
61         come          2
62         with          2
63          say          2
64            ,          2
65         tree          2
66          cut          2
In [277]:
lemmatizer = WordNetLemmatizer()
CoN = df7['Connection_Nature_Reasons'].str.lower().str.cat(sep=' ')
CoN_words = nltk.tokenize.word_tokenize(CoN)
CoN_filtered_tokens = [word for word in CoN_words if len(CoN_words) >= 4]
CoN_lemmatized_words = [lemmatizer.lemmatize(word) for word in CoN_filtered_tokens]
CoN_token_counts = Counter(CoN_lemmatized_words)
CoN_columns = pd.DataFrame(CoN_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CoN_columns)
          Word  Frequency
0            a         27
1           of         27
2          the         25
3         they         17
4       source         17
5       income         15
6           to         13
7          for         13
8          are         12
9           in         10
10        tree          9
11          is          8
12          we          8
13        them          7
14         and          7
15        well          6
16          it          6
17      animal          5
18         get          5
19           u          5
20        from          5
21      future          4
22          on          4
23           ,          4
24       there          4
25        help          4
26    instance          4
27     protect          4
28       bring          4
29         air          4
30         can          3
31          be          3
32  generation          3
33        lead          3
34        life          3
35     through          3
36  management          3
37        like          3
38        food          3
39       thats          3
40        need          3
41        fish          3
42  livelihood          3
43       river          3
44          or          3
45    rainfall          3
46     natural          3
47    resource          3
48       fresh          3
49       water          3
50       where          3
51        used          2
52         how          2
53     example          2
54      should          2
55       their          2
56      forest          2
57         use          2
58         our          2
59        were          2
60   protected          2
61        that          2
62     because          2
63         one          2
64        look          2
65       after          2
66      drying          2
In [278]:
lemmatizer = WordNetLemmatizer()
CLE = df7['Change_Livelihood_Easy_Reasons'].str.lower().str.cat(sep=' ')
CLE_words = nltk.tokenize.word_tokenize(CLE)
CLE_filtered_tokens = [word for word in CLE_words if len(CLE_words) >= 4]
CLE_lemmatized_words = [lemmatizer.lemmatize(word) for word in CLE_filtered_tokens]
CLE_token_counts = Counter(CLE_lemmatized_words)
CLE_columns = pd.DataFrame(CLE_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CLE_columns)
           Word  Frequency
0           the         76
1            we         68
2            to         65
3             a         62
4            is         59
5        change         53
6            it         38
7           are         35
8           can         31
9          have         31
10        there         30
11          not         29
12   livelihood         28
13         that         28
14           of         27
15          and         23
16           on         21
17      because         20
18           if         19
19            i         18
20           in         17
21         thus         17
22          for         17
23         long         16
24         from         15
25           do         15
26          our         14
27           be         13
28     resource         13
29          use         12
30      natural         11
31       depend         11
32    difficult         11
33      climate         10
34            u         10
35          you         10
36         like          9
37        would          9
38        thing          9
39          but          9
40         need          8
41        other          8
42         tree          8
43         them          8
44         they          7
45          one          7
46          way          7
47      farming          7
48         some          7
49     changing          7
50         easy          7
51           so          7
52         goat          6
53       easier          6
54  environment          6
55      through          6
56      project          6
57       income          5
58         been          5
59     activity          5
60         well          5
61         help          5
62      keeping          5
63       forest          5
64           no          5
65        after          5
66         only          5
In [279]:
lemmatizer = WordNetLemmatizer()
CLT = df7['Contributor_Landscape_Transformation_Reasons'].str.lower().str.cat(sep=' ')
CLT_words = nltk.tokenize.word_tokenize(CLT)
CLT_filtered_tokens = [word for word in CLT_words if len(CLT_words) >= 4]
CLT_lemmatized_words = [lemmatizer.lemmatize(word) for word in CLT_filtered_tokens]
CLT_token_counts = Counter(CLT_lemmatized_words)
CLT_columns = pd.DataFrame(CLT_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CLT_columns)
            Word  Frequency
0            the        144
1             of         56
2              a         54
3           tree         47
4             it         41
5            for         40
6             to         35
7             is         33
8            are         31
9            and         26
10      destroys         24
11          that         20
12        animal         19
13       cutting         18
14          land         16
15      charcoal         16
16         there         15
17       burning         15
18           cut         14
19            we         14
20          fire         14
21            in         13
22          when         13
23          huge         12
24        people         12
25          they         12
26          burn         12
27            on         12
28       because         11
29             ,         11
30          area         11
31          have         10
32   agriculture         10
33          down         10
34          food         10
35          thus         10
36          crop          9
37         would          9
38          well          9
39        income          9
40        source          9
41    livelihood          9
42           lot          9
43           not          8
44            be          8
45          will          8
46         burnt          8
47    everything          8
48      rainfall          7
49            if          7
50           get          7
51           our          7
52          soil          7
53  biodiversity          7
54         plant          6
55        change          6
56      activity          6
57            no          6
58         which          6
59           can          6
60     destroyed          6
61   environment          6
62          been          5
63     landscape          5
64          such          5
65           dry          5
66          them          5
In [280]:
lemmatizer = WordNetLemmatizer()
LDL = df7['Landscape_Depeneded_Livelihood_Reasons'].str.lower().str.cat(sep=' ')
LDL_words = nltk.tokenize.word_tokenize(LDL)
LDL_filtered_tokens = [word for word in LDL_words if len(LDL_words) >= 4]
LDL_lemmatized_words = [lemmatizer.lemmatize(word) for word in LDL_filtered_tokens]
LDL_token_counts = Counter(LDL_lemmatized_words)
LDL_columns = pd.DataFrame(LDL_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(LDL_columns)
           Word  Frequency
0            we         63
1            is         54
2          food         51
3             a         46
4           the         43
5          crop         38
6         thats         38
7         where         37
8            of         34
9           our         33
10          get         29
11          for         28
12       source         25
13          and         25
14         that         24
15        water         23
16         from         23
17          are         22
18         were         21
19           it         20
20       income         18
21           in         16
22         life         16
23   livelihood         15
24         come         13
25       farmer         12
26         area         10
27           to         10
28       animal          9
29           on          8
30         well          8
31        there          7
32      farming          7
33       forest          7
34          can          6
35           be          6
36         help          6
37            u          6
38    cultivate          6
39         tree          6
40      wetland          6
41         grow          6
42  agriculture          5
43         thus          5
44            ,          5
45         have          5
46        graze          5
47         land          4
48       living          4
49         they          4
50       depend          4
51       cattle          4
52           he          3
53         fish          3
54         much          3
55      because          3
56           no          3
57         used          3
58        maize          3
59     activity          3
60       people          3
61           if          3
62         such          3
63            i          3
64        flood          3
65        found          3
66           by          3

[Back to top]

11. Specific Variables¶

11.1 Main Project and Cultural Practices¶

The responses are grouped in line with the main projects There is also the grouping of responses of those that agreed and storngly agreed in one dataframe as well as those whose responses were strongly disagreed and disagreed
The text responses in form of reasons are tokenized and lammentized

In [281]:
CPH_grouped = df2.groupby('Name_Main_Project')['Cultural_Practices_Hinder'].value_counts(dropna=False)
In [282]:
CPH_grouped
Out[282]:
Name_Main_Project                     Cultural_Practices_Hinder
EbA_CENTRAL_MUCHINGA_LUAPULA          Strongly_Agree_Likert         2
                                      Strongly_Disagree_Likert      1
Ecosystem Conservation_NORTH_WESTERN  Strongly_Disagree_Likert      5
                                      Strongly_Agree_Likert         2
                                      NaN                           2
                                      Agree_Likert                  1
                                      Disagree_Likert               1
PIN_WESTERN                           Strongly_Disagree_Likert      5
                                      NaN                           1
SCRALA_SOUTHERN_WESTERN_NORTHEN       Disagree_Likert              11
                                      Strongly_Disagree_Likert      9
                                      Agree_Likert                  5
                                      Strongly_Agree_Likert         2
                                      Undecided_Likert              2
                                      NaN                           1
SCReBS_WESTERN                        Strongly_Disagree_Likert     14
                                      Agree_Likert                  1
SCRiKA_LS                             Strongly_Disagree_Likert     20
                                      Disagree_Likert               6
                                      NaN                           6
                                      Agree_Likert                  5
                                      Strongly_Agree_Likert         5
                                      Undecided_Likert              2
TRALARD_LNM                           Strongly_Disagree_Likert     16
                                      Strongly_Agree_Likert        10
                                      Agree_Likert                  8
                                      Disagree_Likert               4
                                      NaN                           2
Name: count, dtype: int64
In [283]:
CPH_grouped1 = pd.DataFrame(CPH_grouped)
In [284]:
CPH_grouped1
Out[284]:
count
Name_Main_Project Cultural_Practices_Hinder
EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Agree_Likert 2
Strongly_Disagree_Likert 1
Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert 5
Strongly_Agree_Likert 2
NaN 2
Agree_Likert 1
Disagree_Likert 1
PIN_WESTERN Strongly_Disagree_Likert 5
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert 11
Strongly_Disagree_Likert 9
Agree_Likert 5
Strongly_Agree_Likert 2
Undecided_Likert 2
NaN 1
SCReBS_WESTERN Strongly_Disagree_Likert 14
Agree_Likert 1
SCRiKA_LS Strongly_Disagree_Likert 20
Disagree_Likert 6
NaN 6
Agree_Likert 5
Strongly_Agree_Likert 5
Undecided_Likert 2
TRALARD_LNM Strongly_Disagree_Likert 16
Strongly_Agree_Likert 10
Agree_Likert 8
Disagree_Likert 4
NaN 2
In [285]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert", "NaN"]
ax = sns.barplot(data = CPH_grouped1, x="count", y="Name_Main_Project", hue="Cultural_Practices_Hinder", hue_order=hue_order, legend=True)
ax.set_title("Figure 13: Number of Responses on cultural Practices Hindering Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image
In [117]:
agreement_levels = ["Agree_Likert", "Strongly_Agree_Likert"]
CPH_R = df2[df2["Cultural_Practices_Hinder"].isin(agreement_levels)]
In [118]:
CPH_R1 = CPH_R.drop(CPH_R.columns[[0,1,2,3,4,6,7,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CPH_R1grouped = CPH_R1.groupby('Name_Main_Project')['Cultural_Practices_Hinder']
CPH_R1
Out[118]:
Name_Main_Project Cultural_Practices_Hinder Cultural_Practices_Hinder_Reason
1 TRALARD_LNM Strongly_Agree_Likert There is need to harvest trees when they have fully grown the same applies to biodiversity
3 TRALARD_LNM Strongly_Agree_Likert There are crop rotations made on the land when cultivating to ensure fertility of soil
7 TRALARD_LNM Strongly_Agree_Likert You are allowed to cultivate an area for 3 years before shifting to another area
11 TRALARD_LNM Strongly_Agree_Likert There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush
12 TRALARD_LNM Strongly_Agree_Likert There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees
17 TRALARD_LNM Strongly_Agree_Likert There is nothing
19 TRALARD_LNM Strongly_Agree_Likert He has never heard of that or learnt about it
22 TRALARD_LNM Strongly_Agree_Likert The cutting down of trees along the river is not allowed
23 EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Agree_Likert There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale
24 TRALARD_LNM Agree_Likert Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity
25 TRALARD_LNM Strongly_Agree_Likert If there are no cultural practices, the future generations will not know anything
27 TRALARD_LNM Strongly_Agree_Likert The customary practices promote early burning but some people tend to burn late
29 EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Agree_Likert The unregulated allocation of parcels of land in the forests
31 TRALARD_LNM Agree_Likert Ba chipupila"" they have customary practices for protecting the natural resources
32 TRALARD_LNM Agree_Likert There are places such as grave yard which are protected from deforestation
35 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert The land where the natural resources are located are owned by the traditional authority
37 TRALARD_LNM Agree_Likert Chitemene system destroys the environment
39 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert I have experienced the cultural practices interfering forest management
41 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert Our old parents taught us to protect the environment so that is more like a customary practice
46 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert There are rules that are made which are customary practices that should be followed
47 TRALARD_LNM Agree_Likert There are places that they do not allow cutting trees as well as cutting down fruit bearing trees
49 TRALARD_LNM Agree_Likert If there is no protection of the environment the resources can be depleted
53 TRALARD_LNM Agree_Likert There is no cutting of trees anyhow
55 TRALARD_LNM Agree_Likert They teach us to protect the environment through preventing Chitemene system
56 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert We always teach people or community on how to protect the environment
64 Ecosystem Conservation_NORTH_WESTERN Agree_Likert They normally give rules on how to protect the environment
65 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert The traditional methods of harvesting such as poaching, burning and cutting down of trees
68 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter
71 SCRiKA_LS Strongly_Agree_Likert There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down
74 SCRiKA_LS Agree_Likert There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers
76 SCRiKA_LS Strongly_Agree_Likert The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities
79 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed
80 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert There are bad fishing methods as well as people settling in the game parks
93 SCRiKA_LS Agree_Likert NaN
95 SCRiKA_LS Agree_Likert There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits
100 SCRiKA_LS Strongly_Agree_Likert Some people still want to lead a life of hunting and the use of mosquito nets for catching fish
101 SCRiKA_LS Agree_Likert NaN
103 SCRiKA_LS Agree_Likert The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants
108 SCRiKA_LS Strongly_Agree_Likert Some cultural activities such as getting roots from the trees for medicine can destroy the trees
114 SCRiKA_LS Strongly_Agree_Likert Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees
129 SCReBS_WESTERN Agree_Likert The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing
In [119]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CPH_R1.iterrows():
    CPH_R1_filter_sentence = []
    CPH_R1_sentence = row["Cultural_Practices_Hinder_Reason"]
    if pd.isnull(CPH_R1_sentence):
       continue
    CPH_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CPH_R1_sentence)
    CPH_R1_words = nltk.word_tokenize(CPH_R1_sentence_cleaned)
    CPH_R1_words = [lemmatizer.lemmatize(w) for w in CPH_R1_words if w.lower() not in stop_words]
    CPH_R1_filter_sentence.extend(CPH_R1_words)
    print(CPH_R1_filter_sentence)
['need', 'harvest', 'tree', 'fully', 'grown', 'applies', 'biodiversity']
['crop', 'rotation', 'made', 'land', 'cultivating', 'ensure', 'fertility', 'soil']
['allowed', 'cultivate', 'area', '3', 'year', 'shifting', 'another', 'area']
['rule', 'chief', 'ensure', 'harvesting', 'period', 'followed', 'well', 'period', 'burning', 'bush']
['norm', 'bush', 'burned', 'dry', 'bush', 'completely', 'burn', 'also', 'support', 'quick', 'regermination', 'vegetation', 'tree']
['nothing']
['never', 'heard', 'learnt']
['cutting', 'tree', 'along', 'river', 'allowed']
['act', 'late', 'burning', 'destroys', 'environment', 'people', 'community', 'would', 'want', 'catch', 'Catapilars', 'consumption', 'sale']
['long', 'time', 'ago', 'people', 'poor', 'management', 'natural', 'moment', 'practice', 'maintain', 'biodiversity']
['cultural', 'practice', 'future', 'generation', 'know', 'anything']
['customary', 'practice', 'promote', 'early', 'burning', 'people', 'tend', 'burn', 'late']
['unregulated', 'allocation', 'parcel', 'land', 'forest']
['Ba', 'chipupila', 'customary', 'practice', 'protecting', 'natural', 'resource']
['place', 'grave', 'yard', 'protected', 'deforestation']
['land', 'natural', 'resource', 'located', 'owned', 'traditional', 'authority']
['Chitemene', 'system', 'destroys', 'environment']
['experienced', 'cultural', 'practice', 'interfering', 'forest', 'management']
['old', 'parent', 'taught', 'u', 'protect', 'environment', 'like', 'customary', 'practice']
['rule', 'made', 'customary', 'practice', 'followed']
['place', 'allow', 'cutting', 'tree', 'well', 'cutting', 'fruit', 'bearing', 'tree']
['protection', 'environment', 'resource', 'depleted']
['cutting', 'tree', 'anyhow']
['teach', 'u', 'protect', 'environment', 'preventing', 'Chitemene', 'system']
['always', 'teach', 'people', 'community', 'protect', 'environment']
['normally', 'give', 'rule', 'protect', 'environment']
['traditional', 'method', 'harvesting', 'poaching', 'burning', 'cutting', 'tree']
['people', 'cut', 'tree', 'thus', 'leading', 'wild', 'animal', 'lacking', 'sleep', 'shelter']
['practice', 'called', 'Malende', 'protect', 'certain', 'area', 'prohibit', 'tree', 'cut']
['Hynas', 'eat', 'livestock', 'kill', 'conflict', 'ZAWA', 'Officers']
['ownership', 'land', 'Chief', 'river', 'give', 'power', 'destroy', 'area', 'giving', 'cultivation', 'activity']
['cultural', 'practice', 'prevent', 'rain', 'falling', 'Malende', 'disturbed']
['bad', 'fishing', 'method', 'well', 'people', 'settling', 'game', 'park']
['lack', 'support', 'WDCS', 'CRB', 'local', 'community', 'protect', 'environment', 'license', 'given', 'investor', 'cut', 'tree', 'community', 'benefit', 'sale', 'tree', 'tradition', 'authority', 'benefit']
['people', 'still', 'want', 'lead', 'life', 'hunting', 'use', 'mosquito', 'net', 'catching', 'fish']
['traditional', 'leader', 'prohibit', 'people', 'making', 'decision', 'sell', 'land', 'people', 'lead', 'destruction', 'environment', 'even', 'people', 'agree', 'headman', 'headman', 'say', 'land', 'sell', 'want']
['cultural', 'activity', 'getting', 'root', 'tree', 'medicine', 'destroy', 'tree']
['culture', 'someone', 'live', 'well', 'need', 'cultivate', 'huge', 'parcel', 'land', 'thus', 'leading', 'cutting', 'tree']
['Chiefs', 'asking', 'people', 'stop', 'living', 'along', 'river', 'bank', 'using', 'mosquito', 'net', 'fish', 'community', 'adhearing']
In [162]:
CPH_R1["Cultural_Practices_Hinder_Reason"] = CPH_R1["Cultural_Practices_Hinder_Reason"].fillna("")  
CPH_R1["Cultural_Practices_Hinder_Reason"] = CPH_R1["Cultural_Practices_Hinder_Reason"].astype(str)
CPH_R1_Text = " ".join(CPH_R1["Cultural_Practices_Hinder_Reason"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CPH_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Practices Hinder", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image
In [122]:
agreement_levels = ["Disagree_Likert", "Strongly_Disagree_Likert"]
CPH_R2 = df2[df2["Cultural_Practices_Hinder"].isin(agreement_levels)]
In [123]:
CPH_R3 = CPH_R2.drop(CPH_R2.columns[[0,1,2,3,4,6,7,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CPH_R3grouped = CPH_R3.groupby('Name_Main_Project')['Cultural_Practices_Hinder']
CPH_R3
Out[123]:
Name_Main_Project Cultural_Practices_Hinder Cultural_Practices_Hinder_Reason
0 TRALARD_LNM Disagree_Likert It has never happed before in his life time
2 TRALARD_LNM Strongly_Disagree_Likert There are no customary practices that hinder sustainable management
4 TRALARD_LNM Strongly_Disagree_Likert There is nothing
5 TRALARD_LNM Strongly_Disagree_Likert There is nothing
6 TRALARD_LNM Strongly_Disagree_Likert There is nothing
8 TRALARD_LNM Strongly_Disagree_Likert There is nothing
9 TRALARD_LNM Strongly_Disagree_Likert There is nothing
10 TRALARD_LNM Strongly_Disagree_Likert There is no cultural history within the community except from the governmnet
13 TRALARD_LNM Strongly_Disagree_Likert There are no cultural norms
14 TRALARD_LNM Strongly_Disagree_Likert There is nothing
15 TRALARD_LNM Strongly_Disagree_Likert There is nothing
16 TRALARD_LNM Strongly_Disagree_Likert There is nothing
18 TRALARD_LNM Strongly_Disagree_Likert There are customary practices that protect the environment like the way ZAWA protects the biodiversity
20 TRALARD_LNM Strongly_Disagree_Likert There is chitemene system which is a customary practice that destroys the environment
21 TRALARD_LNM Disagree_Likert There are cultural practices to burn the bush at a certain period for harvesting
28 TRALARD_LNM Strongly_Disagree_Likert There are no cultural practices
30 EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Disagree_Likert There is nothing
33 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
34 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
36 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
38 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
40 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
42 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
43 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
44 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothinhg
45 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert We do not have any traditional practices but it is only the government that guides us on what we should do
50 TRALARD_LNM Disagree_Likert There is nothing
51 TRALARD_LNM Strongly_Disagree_Likert There is nothing
52 TRALARD_LNM Strongly_Disagree_Likert There is nothing, the SES are looked after the game park officers or officers mandated to do so
54 TRALARD_LNM Disagree_Likert There is nothing
57 Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert There is nothing
58 Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert There is nothing
59 Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert There is nothing
60 Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert There is nothing
62 Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert There is nothing
63 Ecosystem Conservation_NORTH_WESTERN Disagree_Likert The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity
67 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
70 SCRiKA_LS Disagree_Likert A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place
72 SCRiKA_LS Strongly_Disagree_Likert There is nothing
75 SCRiKA_LS Disagree_Likert There is nothing
77 SCRiKA_LS Strongly_Disagree_Likert There is nothing
78 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert I have not heard of anything like that
81 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing that i know that can hinder
82 SCRiKA_LS Strongly_Disagree_Likert There is nothing
83 SCRiKA_LS Strongly_Disagree_Likert There is nothing
85 SCRiKA_LS Strongly_Disagree_Likert There is nothing
87 SCRiKA_LS Disagree_Likert There is nothing
88 SCRiKA_LS Strongly_Disagree_Likert There is nothing
89 SCRiKA_LS Strongly_Disagree_Likert There is no such things
90 SCRiKA_LS Strongly_Disagree_Likert There is nothing
91 SCRiKA_LS Disagree_Likert There is nothing
92 SCRiKA_LS Strongly_Disagree_Likert There is nothing
94 SCRiKA_LS Strongly_Disagree_Likert Thee is nothing
96 SCRiKA_LS Strongly_Disagree_Likert There is nothing
97 SCRiKA_LS Strongly_Disagree_Likert There is nothing
98 SCRiKA_LS Strongly_Disagree_Likert There is nothing
102 SCRiKA_LS Disagree_Likert NaN
104 SCRiKA_LS Strongly_Disagree_Likert There is nothing
105 SCRiKA_LS Strongly_Disagree_Likert There is nothing
106 SCRiKA_LS Strongly_Disagree_Likert There is nothing
107 SCRiKA_LS Strongly_Disagree_Likert There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall
110 SCRiKA_LS Disagree_Likert Only in not following the laws
112 SCRiKA_LS Strongly_Disagree_Likert There is nothing
113 SCRiKA_LS Strongly_Disagree_Likert There is nothing
115 SCRiKA_LS Strongly_Disagree_Likert There is nothing
119 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
120 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
122 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
123 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
124 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
125 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
127 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
128 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
130 SCReBS_WESTERN Strongly_Disagree_Likert NaN
131 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
132 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
133 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
134 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
135 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
136 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
137 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
138 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
139 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
140 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
141 SCReBS_WESTERN Strongly_Disagree_Likert NaN
142 PIN_WESTERN Strongly_Disagree_Likert There is nothing
143 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
144 PIN_WESTERN Strongly_Disagree_Likert There is nothing
146 PIN_WESTERN Strongly_Disagree_Likert There is nothing
147 PIN_WESTERN Strongly_Disagree_Likert There is nothing
148 PIN_WESTERN Strongly_Disagree_Likert There is nothing
149 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
In [124]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CPH_R3.iterrows():
    CPH_R3_filter_sentence = []
    CPH_R3_sentence = row["Cultural_Practices_Hinder_Reason"]
    if pd.isnull(CPH_R3_sentence):
       continue
    CPH_R3_sentence_cleaned = re.sub(r'[^\w\s]','',CPH_R3_sentence)
    CPH_R3_words = nltk.word_tokenize(CPH_R3_sentence_cleaned)
    CPH_R3_words = [lemmatizer.lemmatize(w) for w in CPH_R3_words if w.lower() not in stop_words]
    CPH_R3_filter_sentence.extend(CPH_R3_words)
    print(CPH_R3_filter_sentence)
['never', 'happed', 'life', 'time']
['customary', 'practice', 'hinder', 'sustainable', 'management']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['cultural', 'history', 'within', 'community', 'except', 'governmnet']
['cultural', 'norm']
['nothing']
['nothing']
['nothing']
['customary', 'practice', 'protect', 'environment', 'like', 'way', 'ZAWA', 'protects', 'biodiversity']
['chitemene', 'system', 'customary', 'practice', 'destroys', 'environment']
['cultural', 'practice', 'burn', 'bush', 'certain', 'period', 'harvesting']
['cultural', 'practice']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothinhg']
['traditional', 'practice', 'government', 'guide', 'u']
['nothing']
['nothing']
['nothing', 'SES', 'looked', 'game', 'park', 'officer', 'officer', 'mandated']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['traditional', 'way', 'management', 'stopped', 'government', 'taken', 'management', 'forest', 'biodiversity']
['nothing']
['long', 'time', 'malende', 'used', 'protect', 'tree', 'moment', 'taking', 'place']
['nothing']
['nothing']
['nothing']
['heard', 'anything', 'like']
['nothing', 'know', 'hinder']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['thing']
['nothing']
['nothing']
['nothing']
['Thee', 'nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['hill', 'called', 'Omba', 'release', 'smoke', 'indicating', 'particular', 'year', 'would', 'rainfall', 'evergthing', 'would', 'fine', 'regard', 'rainfall']
['following', 'law']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
['nothing']
In [163]:
CPH_R3["Cultural_Practices_Hinder_Reason"] = CPH_R3["Cultural_Practices_Hinder_Reason"].fillna("")  
CPH_R3["Cultural_Practices_Hinder_Reason"] = CPH_R3["Cultural_Practices_Hinder_Reason"].astype(str)
CPH_R3_Text = " ".join(CPH_R3["Cultural_Practices_Hinder_Reason"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CPH_R3_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Practices Hinder", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image

11.2 Main Project and Cultural Practices Changed¶

In [292]:
CPC_grouped = df2.groupby('Name_Main_Project')['Cultural_Practices_Changed'].value_counts(dropna=False)
In [293]:
CPC_grouped
Out[293]:
Name_Main_Project                     Cultural_Practices_Changed
EbA_CENTRAL_MUCHINGA_LUAPULA          Strongly_Agree_Likert          1
                                      Strongly_Disagree_Likert       1
                                      Undecided_Likert               1
Ecosystem Conservation_NORTH_WESTERN  NaN                            5
                                      Strongly_Agree_Likert          4
                                      Strongly_Disagree_Likert       2
PIN_WESTERN                           Strongly_Disagree_Likert       4
                                      Strongly_Agree_Likert          1
                                      NaN                            1
SCRALA_SOUTHERN_WESTERN_NORTHEN       Agree_Likert                  11
                                      Disagree_Likert                7
                                      Strongly_Disagree_Likert       4
                                      Undecided_Likert               4
                                      Strongly_Agree_Likert          3
                                      NaN                            1
SCReBS_WESTERN                        Strongly_Disagree_Likert       6
                                      Strongly_Agree_Likert          5
                                      Agree_Likert                   4
SCRiKA_LS                             Agree_Likert                  11
                                      Strongly_Agree_Likert         10
                                      NaN                           10
                                      Strongly_Disagree_Likert       6
                                      Disagree_Likert                5
                                      Undecided_Likert               2
TRALARD_LNM                           Strongly_Disagree_Likert      18
                                      Disagree_Likert               10
                                      Strongly_Agree_Likert          5
                                      Agree_Likert                   3
                                      Undecided_Likert               2
                                      NaN                            2
Name: count, dtype: int64
In [294]:
CPC_grouped1 = pd.DataFrame(CPC_grouped)
In [295]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CPC_grouped1, x="count", y="Name_Main_Project", hue="Cultural_Practices_Changed", hue_order=hue_order, legend=True)
ax.set_title("Figure 14: Number of Responses on Willingnes to Change Cultural Practices for Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.3 Main project and Cultural Aspects Considered¶

In [296]:
CAC_grouped = df2.groupby('Name_Main_Project')['Cultural_Aspects_Considered'].value_counts(dropna=False)
In [297]:
CAC_grouped1 = pd.DataFrame(CAC_grouped)
In [298]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CAC_grouped1, x="count", y="Name_Main_Project", hue="Cultural_Aspects_Considered", hue_order=hue_order, legend=True)
ax.set_title("Figure 15: Number of Responses on if Cultural Aspects are Considered for Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image
In [127]:
agreement_levels = ["Agree_Likert", "Strongly_Agree_Likert"]
CAC_R = df2[df2["Cultural_Aspects_Considered"].isin(agreement_levels)]
CAC_R1 = CAC_R.drop(CPH_R.columns[[0,1,2,3,4,6,7,8,9,10,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CAC_R1grouped = CAC_R1.groupby('Name_Main_Project')['Cultural_Aspects_Considered']
CAC_R1
Out[127]:
Name_Main_Project Cultural_Aspects_Considered Cultural_Aspects_Considered_Reasons
1 TRALARD_LNM Strongly_Agree_Likert There is need to have power in what is being formulated so that there is ownership
3 TRALARD_LNM Strongly_Agree_Likert At the time of getting the land for the project it comes with regulations
7 TRALARD_LNM Strongly_Agree_Likert There are rules that along the river banks, the trees do not need to cut down
11 TRALARD_LNM Strongly_Agree_Likert There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for
17 TRALARD_LNM Strongly_Agree_Likert There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land
21 TRALARD_LNM Strongly_Agree_Likert They are not included
22 TRALARD_LNM Strongly_Agree_Likert If there are no customary practices the natural resources can get destroyed
23 EbA_CENTRAL_MUCHINGA_LUAPULA Agree_Likert No answer
24 TRALARD_LNM Agree_Likert No answer
25 TRALARD_LNM Agree_Likert If it is not done the product or project will not work well
27 TRALARD_LNM Strongly_Agree_Likert We follow the customary practices but people burn late which is not inorder
28 TRALARD_LNM Strongly_Agree_Likert We do it so that our livelihood can improve
31 TRALARD_LNM Agree_Likert We just follow the historical practices of our forefathers
32 TRALARD_LNM Strongly_Agree_Likert There cultural practices such as spririal rites done by traditional authority
33 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources
35 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert A project cannot operate without consulting the traditional authority
39 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert No answer
44 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert Sometimes we discuss locally how the animals are going to be looked after
46 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert We always follow the laws that are taught to us
49 TRALARD_LNM Agree_Likert We can destroy the environment if there are no customary practices
56 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert They cannot be changed because we would like to have the environment protected for our generation to see them in future
57 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert Previously people used to cut trees anyhow but now there is change
59 Ecosystem Conservation_NORTH_WESTERN Agree_Likert The cultural aspects are considered because they are within the CFMG
66 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert Even the Bible says do not forget your roots
68 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert We always follow what we are told
70 SCRiKA_LS Strongly_Agree_Likert We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region
72 SCRiKA_LS Strongly_Agree_Likert The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village
75 SCRiKA_LS Agree_Likert NaN
76 SCRiKA_LS Agree_Likert The groups have their own mission like our group we give money to the orphans from the profit we make
79 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert We do not do it
85 SCRiKA_LS Strongly_Agree_Likert We do not
92 SCRiKA_LS Agree_Likert No answer
93 SCRiKA_LS Agree_Likert NaN
94 SCRiKA_LS Agree_Likert NaN
95 SCRiKA_LS Agree_Likert They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money
100 SCRiKA_LS Strongly_Agree_Likert The project is bettering our lives
109 SCRiKA_LS Strongly_Agree_Likert NaN
110 SCRiKA_LS Strongly_Agree_Likert When we have been taught
115 SCRiKA_LS Strongly_Agree_Likert The traditional leaders have to accept that a certain project has to be done on a specific place
141 SCReBS_WESTERN Agree_Likert We included the induna
146 PIN_WESTERN Agree_Likert Only the indunas that send the representative to learn and they accept the project in the community
In [128]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CAC_R1.iterrows():
    CAC_R1_filter_sentence = []
    CAC_R1_sentence = row["Cultural_Aspects_Considered_Reasons"]
    if pd.isnull(CAC_R1_sentence):
       continue
    CAC_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CAC_R1_sentence)
    CAC_R1_words = nltk.word_tokenize(CAC_R1_sentence_cleaned)
    CAC_R1_words = [lemmatizer.lemmatize(w) for w in CAC_R1_words if w.lower() not in stop_words]
    CAC_R1_filter_sentence.extend(CAC_R1_words)
    print(CAC_R1_filter_sentence)
['need', 'power', 'formulated', 'ownership']
['time', 'getting', 'land', 'project', 'come', 'regulation']
['rule', 'along', 'river', 'bank', 'tree', 'need', 'cut']
['sometimes', 'give', 'Chiefs', 'harvest', 'collect', 'produce', 'accounted']
['nothing', 'thing', 'ended', 'long', 'time', 'ago', 'Chiefs', 'would', 'talk', 'spirit', 'protect', 'land']
['included']
['customary', 'practice', 'natural', 'resource', 'get', 'destroyed']
['answer']
['answer']
['done', 'product', 'project', 'work', 'well']
['follow', 'customary', 'practice', 'people', 'burn', 'late', 'inorder']
['livelihood', 'improve']
['follow', 'historical', 'practice', 'forefather']
['cultural', 'practice', 'spririal', 'rite', 'done', 'traditional', 'authority']
['accessing', 'land', 'traditional', 'authority', 'also', 'give', 'instruction', 'put', 'livelihood', 'close', 'water', 'source', 'resource']
['project', 'operate', 'without', 'consulting', 'traditional', 'authority']
['answer']
['Sometimes', 'discus', 'locally', 'animal', 'going', 'looked']
['always', 'follow', 'law', 'taught', 'u']
['destroy', 'environment', 'customary', 'practice']
['changed', 'would', 'like', 'environment', 'protected', 'generation', 'see', 'future']
['Previously', 'people', 'used', 'cut', 'tree', 'anyhow', 'change']
['cultural', 'aspect', 'considered', 'within', 'CFMG']
['Even', 'Bible', 'say', 'forget', 'root']
['always', 'follow', 'told']
['consider', 'project', 'would', 'work', 'well', 'instance', 'Livingstone', 'community', 'destroyed', 'cultural', 'activity', 'northwestern', 'came', 'different', 'region']
['Borehole', 'sank', 'near', 'grave', 'yard', 'funeral', 'community', 'hold', 'meeting', 'village']
['group', 'mission', 'like', 'group', 'give', 'money', 'orphan', 'profit', 'make']
[]
[]
['answer']
['considered', 'thatched', 'roof', 'using', 'pole', 'cattle', 'craw', 'cultural', 'aspect', 'difficult', 'change', 'unless', 'people', 'enough', 'money']
['project', 'bettering', 'life']
['taught']
['traditional', 'leader', 'accept', 'certain', 'project', 'done', 'specific', 'place']
['included', 'induna']
['indunas', 'send', 'representative', 'learn', 'accept', 'project', 'community']
In [164]:
CAC_R1["Cultural_Aspects_Considered_Reasons"] = CAC_R1["Cultural_Aspects_Considered_Reasons"].fillna("")  
CAC_R1["Cultural_Aspects_Considered_Reasons"] = CAC_R1["Cultural_Aspects_Considered_Reasons"].astype(str)
CAC_R1_Text = " ".join(CAC_R1["Cultural_Aspects_Considered_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CAC_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Aspects Considered", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image
In [131]:
agreement_levels = ["Disagree_Likert", "Strongly_Disagree_Likert"]
CAC_R2 = df2[df2["Cultural_Aspects_Considered"].isin(agreement_levels)]
CAC_R3 = CAC_R2.drop(CPH_R2.columns[[0,1,2,3,4,6,7,8,9,10,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CAC_R3grouped = CAC_R3.groupby('Name_Main_Project')['Cultural_Aspects_Considered']
CAC_R3
Out[131]:
Name_Main_Project Cultural_Aspects_Considered Cultural_Aspects_Considered_Reasons
0 TRALARD_LNM Strongly_Disagree_Likert There is no cultural history in the area
2 TRALARD_LNM Strongly_Disagree_Likert There are no cultural aspects
4 TRALARD_LNM Strongly_Disagree_Likert We only follow what the chiefs and the government say
5 TRALARD_LNM Strongly_Disagree_Likert There is nothing
6 TRALARD_LNM Strongly_Disagree_Likert There is nothing
8 TRALARD_LNM Strongly_Disagree_Likert There is nothing
9 TRALARD_LNM Strongly_Disagree_Likert There is nothing
10 TRALARD_LNM Strongly_Disagree_Likert The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects
12 TRALARD_LNM Strongly_Disagree_Likert There is nothing
13 TRALARD_LNM Strongly_Disagree_Likert At the moment we follow the laws of the government and not cultural norms
14 TRALARD_LNM Strongly_Disagree_Likert There is nothing
15 TRALARD_LNM Strongly_Disagree_Likert We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws
18 TRALARD_LNM Disagree_Likert There is nothing at the moment of having traditional leader doing spritual activities on the projects
19 TRALARD_LNM Strongly_Disagree_Likert We do not include cultural practices
20 TRALARD_LNM Strongly_Disagree_Likert So that the project can move well if the headman is not in the project otherwise if included it might have problems
29 EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Disagree_Likert They are not available
30 EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Disagree_Likert We do not consider
34 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
36 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
37 TRALARD_LNM Disagree_Likert We do not do that
38 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There is nothing
41 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert We do not do it
42 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert We do not do that it as it is unneccesary
45 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert We do not have anything
47 TRALARD_LNM Disagree_Likert We do not do it
50 TRALARD_LNM Disagree_Likert There is nothing
52 TRALARD_LNM Disagree_Likert NaN
53 TRALARD_LNM Disagree_Likert We do not include
55 TRALARD_LNM Disagree_Likert NaN
58 Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert We do not
62 Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert There is nothing
67 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert We do not include it in our aspect
71 SCRiKA_LS Strongly_Disagree_Likert There is nothing
74 SCRiKA_LS Strongly_Disagree_Likert There is nothing included
77 SCRiKA_LS Strongly_Disagree_Likert Nothing is considered
80 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
81 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert We do not do it
82 SCRiKA_LS Strongly_Disagree_Likert Nothing is considered
83 SCRiKA_LS Strongly_Disagree_Likert There is nothing
87 SCRiKA_LS Disagree_Likert Not included
88 SCRiKA_LS Disagree_Likert NaN
89 SCRiKA_LS Strongly_Disagree_Likert We do not include
90 SCRiKA_LS Strongly_Disagree_Likert There is nothing included
91 SCRiKA_LS Strongly_Disagree_Likert There is nothing
96 SCRiKA_LS Strongly_Disagree_Likert Not included
97 SCRiKA_LS Strongly_Disagree_Likert Nothing
98 SCRiKA_LS Strongly_Disagree_Likert Nothing
102 SCRiKA_LS Disagree_Likert NaN
103 SCRiKA_LS Disagree_Likert There is nothing
104 SCRiKA_LS Strongly_Disagree_Likert They are under the control of the Chief who can make changes to them
105 SCRiKA_LS Disagree_Likert NaN
106 SCRiKA_LS Strongly_Disagree_Likert There is nothing that is included
107 SCRiKA_LS Strongly_Disagree_Likert They are not taken into consideration
108 SCRiKA_LS Strongly_Disagree_Likert The project can be destroyed because of culture
112 SCRiKA_LS Strongly_Disagree_Likert There is nothing
113 SCRiKA_LS Strongly_Disagree_Likert NaN
114 SCRiKA_LS Strongly_Disagree_Likert We do not
117 SCRiKA_LS Strongly_Disagree_Likert There is nothing
118 SCRiKA_LS Disagree_Likert The projects are not associated with the cultural aspects
119 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert Thee is nothing
120 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
121 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert We do not
122 SCReBS_WESTERN Strongly_Disagree_Likert NaN
123 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert NaN
124 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert Not considered
125 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
127 SCReBS_WESTERN Strongly_Disagree_Likert There is nothing
128 SCReBS_WESTERN Disagree_Likert There is nothing
129 SCReBS_WESTERN Strongly_Disagree_Likert It is because the project does not come through BRE
130 SCReBS_WESTERN Strongly_Disagree_Likert They are not part of the project
131 SCReBS_WESTERN Strongly_Disagree_Likert We do not
132 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert NaN
133 SCReBS_WESTERN Strongly_Disagree_Likert We do not
134 SCReBS_WESTERN Strongly_Disagree_Likert Nothing
135 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert We do not
136 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert There is nothing
137 SCReBS_WESTERN Strongly_Disagree_Likert We do not because we only follow the teachings
138 SCReBS_WESTERN Strongly_Disagree_Likert The cultural aspects are not included
139 SCReBS_WESTERN Strongly_Disagree_Likert The cultural aspects are not included
140 SCReBS_WESTERN Strongly_Disagree_Likert We do not
142 PIN_WESTERN Strongly_Disagree_Likert No we do not
143 SCReBS_WESTERN Strongly_Disagree_Likert They are not included
144 PIN_WESTERN Strongly_Disagree_Likert We do not include
147 PIN_WESTERN Strongly_Disagree_Likert There is nothing
148 PIN_WESTERN Strongly_Disagree_Likert There is nothing
149 SCReBS_WESTERN Strongly_Disagree_Likert We do not do it
In [132]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CAC_R3.iterrows():
    CAC_R3_filter_sentence = []
    CAC_R3_sentence = row["Cultural_Aspects_Considered_Reasons"]
    if pd.isnull(CAC_R3_sentence):
       continue
    CAC_R3_sentence_cleaned = re.sub(r'[^\w\s]','',CAC_R3_sentence)
    CAC_R3_words = nltk.word_tokenize(CAC_R3_sentence_cleaned)
    CAC_R3_words = [lemmatizer.lemmatize(w) for w in CAC_R3_words if w.lower() not in stop_words]
    CAC_R3_filter_sentence.extend(CAC_R3_words)
    print(CAC_R3_filter_sentence)
['cultural', 'history', 'area']
['cultural', 'aspect']
['follow', 'chief', 'government', 'say']
['nothing']
['nothing']
['nothing']
['nothing']
['plan', 'given', 'u', 'TRALARD', 'consideration', 'cultural', 'history', 'formulating', 'project']
['nothing']
['moment', 'follow', 'law', 'government', 'cultural', 'norm']
['nothing']
['ask', 'headman', 'give', 'u', 'place', 'keep', 'goat', 'place', 'acceptable', 'traditional', 'law']
['nothing', 'moment', 'traditional', 'leader', 'spritual', 'activity', 'project']
['include', 'cultural', 'practice']
['project', 'move', 'well', 'headman', 'project', 'otherwise', 'included', 'might', 'problem']
['available']
['consider']
['nothing']
['nothing']
[]
['nothing']
[]
['unneccesary']
['anything']
[]
['nothing']
['include']
[]
['nothing']
['include', 'aspect']
['nothing']
['nothing', 'included']
['Nothing', 'considered']
['nothing']
[]
['Nothing', 'considered']
['nothing']
['included']
['include']
['nothing', 'included']
['nothing']
['included']
['Nothing']
['Nothing']
['nothing']
['control', 'Chief', 'make', 'change']
['nothing', 'included']
['taken', 'consideration']
['project', 'destroyed', 'culture']
['nothing']
[]
['nothing']
['project', 'associated', 'cultural', 'aspect']
['Thee', 'nothing']
['nothing']
[]
['considered']
['nothing']
['nothing']
['nothing']
['project', 'come', 'BRE']
['part', 'project']
[]
[]
['Nothing']
[]
['nothing']
['follow', 'teaching']
['cultural', 'aspect', 'included']
['cultural', 'aspect', 'included']
[]
[]
['included']
['include']
['nothing']
['nothing']
[]
In [165]:
CAC_R3["Cultural_Aspects_Considered_Reasons"] = CAC_R3["Cultural_Aspects_Considered_Reasons"].fillna("")  
CAC_R3["Cultural_Aspects_Considered_Reasons"] = CAC_R3["Cultural_Aspects_Considered_Reasons"].astype(str)
CAC_R3_Text = " ".join(CAC_R3["Cultural_Aspects_Considered_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CAC_R3_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Aspects Considered", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image

11.4 Main Project and Measure of Indicators¶

In [303]:
MI_grouped = df2.groupby('Name_Main_Project')['Measure_Indicators'].value_counts(dropna=False)
In [304]:
MI_grouped1 = pd.DataFrame(MI_grouped)
In [305]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = MI_grouped1, x="count", y="Name_Main_Project", hue="Measure_Indicators", hue_order=hue_order, legend=True)
ax.set_title("Figure 16: Number of Responses on if Measurement of Indicators is important for Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.5 Main Project and Livelihood Dependent¶

In [306]:
LD_grouped = df2.groupby('Name_Main_Project')['Livilihood_Depenedent'].value_counts(dropna=False)
In [307]:
LD_grouped1 = pd.DataFrame(LD_grouped)
In [308]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = LD_grouped1, x="count", y="Name_Main_Project", hue="Livilihood_Depenedent", hue_order=hue_order, legend=True)
ax.set_title("Figure 17: Number of Responses in each of the main Project on if Livelihoods Depend on SES", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.6 Main Project and Livelihood Changed¶

In [309]:
CL_grouped = df2.groupby('Name_Main_Project')['Change_Livelihood'].value_counts(dropna=False)
In [310]:
CL_grouped1 = pd.DataFrame(CL_grouped)
In [311]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CL_grouped1, x="count", y="Name_Main_Project", hue="Change_Livelihood", hue_order=hue_order, legend=True)
ax.set_title("Figure 18: Number of Responses in each of the main Project on if Livelihoods can be Changed", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.7 Main Project and Livelihood Changing Easy¶

In [312]:
CLE_grouped = df2.groupby('Name_Main_Project')['Change_Livelihood_Easy'].value_counts(dropna=False)
In [313]:
CLE_grouped1 = pd.DataFrame(CLE_grouped)
In [314]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CLE_grouped1, x="count", y="Name_Main_Project", hue="Change_Livelihood_Easy", hue_order=hue_order, legend=True)
ax.set_title("Figure 19: Number of Responses in each of the main Project on if Livelihoods can be Changed Easily", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image
In [135]:
agreement_levels = ["Agree_Likert", "Strongly_Agree_Likert"]
CLE_R = df2[df2["Change_Livelihood_Easy"].isin(agreement_levels)]
CLE_R1 = CLE_R.drop(CLE_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CLE_R1grouped = CLE_R1.groupby('Name_Main_Project')['Change_Livelihood_Easy']
CLE_R1
Out[135]:
Name_Main_Project Change_Livelihood_Easy Change_Livelihood_Easy_Reasons
0 TRALARD_LNM Strongly_Agree_Likert If the SES are taken care of they can increase in number and bring income
1 TRALARD_LNM Strongly_Agree_Likert The SeS can be depleted thus there need to change to agriculture like goat rearing
2 TRALARD_LNM Agree_Likert Change is easier because he is the one who has decides to change
4 TRALARD_LNM Strongly_Agree_Likert There has been things like climate change affecting us thus the thought to change
5 TRALARD_LNM Strongly_Agree_Likert If there is new improvement like cooking stove we can change the way of livelihood
6 TRALARD_LNM Strongly_Agree_Likert There can be destruction of SES
7 TRALARD_LNM Strongly_Agree_Likert There is need to change from cutting down to other activities
8 TRALARD_LNM Strongly_Agree_Likert There is need to change to activities that do not destroy the environment
9 TRALARD_LNM Strongly_Agree_Likert They can be changed through learning
11 TRALARD_LNM Strongly_Agree_Likert If we had kept well the projects like chicken and goats that would help to not depend on the natural resources
12 TRALARD_LNM Strongly_Agree_Likert Through the fish ponds of our project
13 TRALARD_LNM Strongly_Agree_Likert Because they can also improve our livelihood in future
14 TRALARD_LNM Strongly_Agree_Likert As long as I have money for other livelihoods
15 TRALARD_LNM Strongly_Agree_Likert We want to venture into farming and that the reason why we shifted to the place we are located
17 TRALARD_LNM Strongly_Agree_Likert NaN
21 TRALARD_LNM Strongly_Agree_Likert There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much
22 TRALARD_LNM Strongly_Agree_Likert We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water
25 TRALARD_LNM Agree_Likert There natural resources that are protected that cannot be accessed
26 TRALARD_LNM Agree_Likert We use them according to the accepted norms
27 TRALARD_LNM Agree_Likert Yes but we normally use natural resources somehow
32 TRALARD_LNM Strongly_Agree_Likert So that the environment is protected and I have some business that I have
33 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change
35 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert They can change slowly due to low performance of the group
38 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert We do not depend on them
39 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert It would be difficult but after some time it would change gradually
40 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert NaN
41 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert There is need to change because the world is developing hence to move with it
42 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert The keeping of goats helps in protecting the environment because the livelihood is depend on them
43 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert They are a source of income
44 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert So that the government can support us in turn we protect the environment
46 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert If there are people who are teaching you there are new things that you learn
47 TRALARD_LNM Agree_Likert Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find
49 TRALARD_LNM Agree_Likert If it is the protected resources we can change
51 TRALARD_LNM Agree_Likert As long as there is help from the government
52 TRALARD_LNM Agree_Likert So that that we can do farming
53 TRALARD_LNM Agree_Likert The project we have can help us improve our livelihoods
56 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods
57 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one
58 Ecosystem Conservation_NORTH_WESTERN Agree_Likert We are earning from natural resources so that we can develop
59 Ecosystem Conservation_NORTH_WESTERN Agree_Likert The change is easier because it is depent on the people and it can be easily changed
62 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens
63 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert NaN
65 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert If there are other sources of earning a living
66 Ecosystem Conservation_NORTH_WESTERN Strongly_Agree_Likert Through management of the forest and through capacity buildiing
70 SCRiKA_LS Strongly_Agree_Likert There is climate change that forces to change the livelihoods
71 SCRiKA_LS Agree_Likert We only depend on domecticated animals
72 SCRiKA_LS Agree_Likert As long as there is support from somewhere
74 SCRiKA_LS Agree_Likert If there are resources we can change the livelihood
75 SCRiKA_LS Agree_Likert As long as we have no where to depend on for our livelihoods
76 SCRiKA_LS Strongly_Agree_Likert If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change
77 SCRiKA_LS Agree_Likert Thing are evolving thus I cannot be stagnant
79 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert As long as we are helped with altrenative livelihoods
80 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert We are trying to shift to make gardens for our livelihoods
82 SCRiKA_LS Strongly_Agree_Likert The way things of climate change are it calls for changes
83 SCRiKA_LS Agree_Likert As long as there are different alternative livelihoods
85 SCRiKA_LS Agree_Likert Yes because we are depending of the catle we are looking after thus it is easy to change
86 SCRiKA_LS Strongly_Agree_Likert If there is no profit in one livelihood I can change to another type of livelihood
87 SCRiKA_LS Agree_Likert It is not easy but it is important to change because of climate change where you have to change without taking alternative
88 SCRiKA_LS Agree_Likert Our livelihood depends on farming as our main activities
89 SCRiKA_LS Agree_Likert Changing is difficult but when you get used it is fine
90 SCRiKA_LS Strongly_Agree_Likert Because we are always depending on farming thus a change would lead us to access through that we do not have currently
91 SCRiKA_LS Agree_Likert We are always focused in agriculture thus it is a little bit difficult to change
92 SCRiKA_LS Strongly_Agree_Likert No answer
93 SCRiKA_LS Agree_Likert I would prefer to shift to gardening that other activities
94 SCRiKA_LS Agree_Likert If the change leads to a better life it can be easy
95 SCRiKA_LS Agree_Likert If there are some guidelines to assist in changing the livelihood
97 SCRiKA_LS Agree_Likert I do not know because the livelihood I would change might be worse than the current one
98 SCRiKA_LS Agree_Likert It can be changed with dependency to climate change
100 SCRiKA_LS Strongly_Agree_Likert As long as there are more advantages than disadvantages as well as technology allow it to be done
101 SCRiKA_LS Agree_Likert NaN
102 SCRiKA_LS Agree_Likert But we only depend on the forest and wetlands
104 SCRiKA_LS Agree_Likert If we are changing to the better one
105 SCRiKA_LS Strongly_Agree_Likert Life is hard due to high cost of commodities
110 SCRiKA_LS Strongly_Agree_Likert NaN
111 SCRiKA_LS Agree_Likert There is a problem with the boreholes
113 SCRiKA_LS Strongly_Agree_Likert NaN
114 SCRiKA_LS Agree_Likert It is not easy but it is a good thing
118 SCRiKA_LS Agree_Likert The way we live we adapt any environment like now we have climate change thus we have adapted to challenges
125 SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert If we find someone to assist us we can change
130 SCReBS_WESTERN Strongly_Agree_Likert NaN
132 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert If we have the knowledge to use thing that have been given to us by the government and live a good life
133 SCReBS_WESTERN Agree_Likert If there is a law that ask us to change we can do it
134 SCReBS_WESTERN Agree_Likert As long as I have help from somewhere
135 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Agree_Likert It is easier after a long time or process
137 SCReBS_WESTERN Strongly_Agree_Likert As long as we have what to use to change them
138 SCReBS_WESTERN Strongly_Agree_Likert I have limited responsibility thus it is easy to change
140 SCReBS_WESTERN Strongly_Agree_Likert This period is of climate change that calls for different way of doing things
141 SCReBS_WESTERN Strongly_Agree_Likert If am empowered, it is easy
142 PIN_WESTERN Strongly_Agree_Likert If you use the knowledge adquately it is easier
143 SCReBS_WESTERN Agree_Likert As long as there is need for me to change as well as climate change
144 PIN_WESTERN Agree_Likert It is easier as long as there is commitment
146 PIN_WESTERN Strongly_Agree_Likert The person can make a decision through looking back to what he or she has done so as to make corrective measures
147 PIN_WESTERN Strongly_Agree_Likert As long as you are committed
148 PIN_WESTERN Strongly_Agree_Likert It is difficult but as long as you follow what you have been taught you can change
149 SCReBS_WESTERN Strongly_Agree_Likert As long as I have the capacity to do so
In [136]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CLE_R1.iterrows():
    CLE_R1_filter_sentence = []
    CLE_R1_sentence = row["Change_Livelihood_Easy_Reasons"]
    if pd.isnull(CLE_R1_sentence):
       continue
    CLE_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CLE_R1_sentence)
    CLE_R1_words = nltk.word_tokenize(CLE_R1_sentence_cleaned)
    CLE_R1_words = [lemmatizer.lemmatize(w) for w in CLE_R1_words if w.lower() not in stop_words]
    CLE_R1_filter_sentence.extend(CLE_R1_words)
    print(CLE_R1_filter_sentence)
['SES', 'taken', 'care', 'increase', 'number', 'bring', 'income']
['SeS', 'depleted', 'thus', 'need', 'change', 'agriculture', 'like', 'goat', 'rearing']
['Change', 'easier', 'one', 'decides', 'change']
['thing', 'like', 'climate', 'change', 'affecting', 'u', 'thus', 'thought', 'change']
['new', 'improvement', 'like', 'cooking', 'stove', 'change', 'way', 'livelihood']
['destruction', 'SES']
['need', 'change', 'cutting', 'activity']
['need', 'change', 'activity', 'destroy', 'environment']
['changed', 'learning']
['kept', 'well', 'project', 'like', 'chicken', 'goat', 'would', 'help', 'depend', 'natural', 'resource']
['fish', 'pond', 'project']
['also', 'improve', 'livelihood', 'future']
['long', 'money', 'livelihood']
['want', 'venture', 'farming', 'reason', 'shifted', 'place', 'located']
['sub', 'project', 'bee', 'keeping', 'disturbed', 'late', 'burning', 'early', 'burning', 'disturb', 'fire', 'much']
['need', 'change', 'instance', 'depend', 'water', 'Lulimala', 'river', 'dry', 'get', 'water']
['natural', 'resource', 'protected', 'accessed']
['use', 'according', 'accepted', 'norm']
['Yes', 'normally', 'use', 'natural', 'resource', 'somehow']
['environment', 'protected', 'business']
['easier', 'change', 'experience', 'natural', 'resource', 'change', 'accordance', 'climate', 'change']
['change', 'slowly', 'due', 'low', 'performance', 'group']
['depend']
['would', 'difficult', 'time', 'would', 'change', 'gradually']
['need', 'change', 'world', 'developing', 'hence', 'move']
['keeping', 'goat', 'help', 'protecting', 'environment', 'livelihood', 'depend']
['source', 'income']
['government', 'support', 'u', 'turn', 'protect', 'environment']
['people', 'teaching', 'new', 'thing', 'learn']
['thing', 'difficult', 'look', 'instance', 'honey', 'bee', 'mushroom', 'may', 'difficult', 'find']
['protected', 'resource', 'change']
['long', 'help', 'government']
['farming']
['project', 'help', 'u', 'improve', 'livelihood']
['change', 'way', 'depending', 'cutting', 'tree', 'focus', 'producing', 'honey', 'livelihood']
['knowledge', 'make', 'u', 'act', 'certain', 'way', 'currently', 'future', 'might', 'new', 'knowledge', 'would', 'make', 'u', 'act', 'different', 'way', 'initial', 'one']
['earning', 'natural', 'resource', 'develop']
['change', 'easier', 'depent', 'people', 'easily', 'changed']
['livelihood', 'plan', 'small', 'livestock', 'CFMG', 'well', 'garden']
['source', 'earning', 'living']
['management', 'forest', 'capacity', 'buildiing']
['climate', 'change', 'force', 'change', 'livelihood']
['depend', 'domecticated', 'animal']
['long', 'support', 'somewhere']
['resource', 'change', 'livelihood']
['long', 'depend', 'livelihood']
['enough', 'water', 'inland', 'depeneding', 'river', 'shore', 'cultivation', 'purpose', 'livelihood', 'would', 'change']
['Thing', 'evolving', 'thus', 'stagnant']
['long', 'helped', 'altrenative', 'livelihood']
['trying', 'shift', 'make', 'garden', 'livelihood']
['way', 'thing', 'climate', 'change', 'call', 'change']
['long', 'different', 'alternative', 'livelihood']
['Yes', 'depending', 'catle', 'looking', 'thus', 'easy', 'change']
['profit', 'one', 'livelihood', 'change', 'another', 'type', 'livelihood']
['easy', 'important', 'change', 'climate', 'change', 'change', 'without', 'taking', 'alternative']
['livelihood', 'depends', 'farming', 'main', 'activity']
['Changing', 'difficult', 'get', 'used', 'fine']
['always', 'depending', 'farming', 'thus', 'change', 'would', 'lead', 'u', 'access', 'currently']
['always', 'focused', 'agriculture', 'thus', 'little', 'bit', 'difficult', 'change']
['answer']
['would', 'prefer', 'shift', 'gardening', 'activity']
['change', 'lead', 'better', 'life', 'easy']
['guideline', 'assist', 'changing', 'livelihood']
['know', 'livelihood', 'would', 'change', 'might', 'worse', 'current', 'one']
['changed', 'dependency', 'climate', 'change']
['long', 'advantage', 'disadvantage', 'well', 'technology', 'allow', 'done']
['depend', 'forest', 'wetland']
['changing', 'better', 'one']
['Life', 'hard', 'due', 'high', 'cost', 'commodity']
['problem', 'boreholes']
['easy', 'good', 'thing']
['way', 'live', 'adapt', 'environment', 'like', 'climate', 'change', 'thus', 'adapted', 'challenge']
['find', 'someone', 'assist', 'u', 'change']
['knowledge', 'use', 'thing', 'given', 'u', 'government', 'live', 'good', 'life']
['law', 'ask', 'u', 'change']
['long', 'help', 'somewhere']
['easier', 'long', 'time', 'process']
['long', 'use', 'change']
['limited', 'responsibility', 'thus', 'easy', 'change']
['period', 'climate', 'change', 'call', 'different', 'way', 'thing']
['empowered', 'easy']
['use', 'knowledge', 'adquately', 'easier']
['long', 'need', 'change', 'well', 'climate', 'change']
['easier', 'long', 'commitment']
['person', 'make', 'decision', 'looking', 'back', 'done', 'make', 'corrective', 'measure']
['long', 'committed']
['difficult', 'long', 'follow', 'taught', 'change']
['long', 'capacity']
In [150]:
CLE_R1["Change_Livelihood_Easy_Reasons"] = CLE_R1["Change_Livelihood_Easy_Reasons"].fillna("")  
CLE_R1["Change_Livelihood_Easy_Reasons"] = CLE_R1["Change_Livelihood_Easy_Reasons"].astype(str)
CLE_R1_Text = " ".join(CLE_R1["Change_Livelihood_Easy_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CLE_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Change Livelihood Easy", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image
In [140]:
agreement_levels = ["Disagree_Likert", "Strongly_Disagree_Likert"]
CLE_R2 = df2[df2["Change_Livelihood_Easy"].isin(agreement_levels)]
CLE_R3 = CLE_R2.drop(CLE_R2.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CLE_R3grouped = CLE_R3.groupby('Name_Main_Project')['Change_Livelihood_Easy']
CLE_R3
Out[140]:
Name_Main_Project Change_Livelihood_Easy Change_Livelihood_Easy_Reasons
3 TRALARD_LNM Strongly_Disagree_Likert Because my livelihood would improve
10 TRALARD_LNM Strongly_Disagree_Likert Because everything we use comes from natural resources like tree for building, animals for proteins
16 TRALARD_LNM Strongly_Disagree_Likert It is a source of income
18 TRALARD_LNM Strongly_Disagree_Likert They can assist in having adequate water if trees are not cut as well as future general to see the natural resources
19 TRALARD_LNM Disagree_Likert The world is becoming mordenised thus we need to adapt to the current status
20 TRALARD_LNM Disagree_Likert Thats where some of our income comes from
23 EbA_CENTRAL_MUCHINGA_LUAPULA Disagree_Likert It is because we depend on natural resources thus changing is not easy
24 TRALARD_LNM Disagree_Likert I do not use natural resources
28 TRALARD_LNM Strongly_Disagree_Likert We depend on agriculture and not the natural resource like forest
31 TRALARD_LNM Disagree_Likert We mostly use goats and pigs in our livelihoods
36 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert There are the livelihoods we engage in such as keeping goats and fish farming
37 TRALARD_LNM Disagree_Likert I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses
45 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert I only use domesticated animals
50 TRALARD_LNM Disagree_Likert We do not use them
54 TRALARD_LNM Disagree_Likert There are things of just learning more in what we are already doing
55 TRALARD_LNM Disagree_Likert NaN
64 Ecosystem Conservation_NORTH_WESTERN Disagree_Likert We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now
68 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert NaN
69 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert NaN
78 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert Because am used to it
81 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert When changing to another lifestyle it means that you are starting a new life
96 SCRiKA_LS Disagree_Likert It is but currently there is drought thus difficult to change
103 SCRiKA_LS Strongly_Disagree_Likert The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits
106 SCRiKA_LS Disagree_Likert We have only one activity that we do here such as farming thus changing is difficult
107 SCRiKA_LS Disagree_Likert Our livelihood is just based on farming
108 SCRiKA_LS Disagree_Likert We always use products from the forest
109 SCRiKA_LS Disagree_Likert Our livelihood is difficult at the moment because of climate change
112 SCRiKA_LS Disagree_Likert There is no problem thus we cannot change
115 SCRiKA_LS Strongly_Disagree_Likert The person can not change unless the person is shown what to do
117 SCRiKA_LS Strongly_Disagree_Likert We can not manage to live without depending on the forest like our craw we use the trees
119 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert NaN
120 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert NaN
121 SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert It is only the starting point that is difficult to change because in needs finances
122 SCReBS_WESTERN Disagree_Likert Because i do not have the livelihood am shifting to
124 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert We have our livelihoods
126 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert Am not sure of the future thus i cannaot change
127 SCReBS_WESTERN Strongly_Disagree_Likert It is a challenge
128 SCReBS_WESTERN Strongly_Disagree_Likert The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective
129 SCReBS_WESTERN Strongly_Disagree_Likert It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die
131 SCReBS_WESTERN Strongly_Disagree_Likert The person leading a better life he cannot change
136 SCRALA_SOUTHERN_WESTERN_NORTHEN Strongly_Disagree_Likert Am at an old age thus i cannot change my livelihood
139 SCReBS_WESTERN Disagree_Likert I just have to continue trying
In [141]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CLE_R3.iterrows():
    CLE_R3_filter_sentence = []
    CLE_R3_sentence = row["Change_Livelihood_Easy_Reasons"]
    if pd.isnull(CLE_R3_sentence):
       continue
    CLE_R3_sentence_cleaned = re.sub(r'[^\w\s]','',CLE_R3_sentence)
    CLE_R3_words = nltk.word_tokenize(CLE_R3_sentence_cleaned)
    CLE_R3_words = [lemmatizer.lemmatize(w) for w in CLE_R3_words if w.lower() not in stop_words]
    CLE_R3_filter_sentence.extend(CLE_R3_words)
    print(CLE_R3_filter_sentence)
['livelihood', 'would', 'improve']
['everything', 'use', 'come', 'natural', 'resource', 'like', 'tree', 'building', 'animal', 'protein']
['source', 'income']
['assist', 'adequate', 'water', 'tree', 'cut', 'well', 'future', 'general', 'see', 'natural', 'resource']
['world', 'becoming', 'mordenised', 'thus', 'need', 'adapt', 'current', 'status']
['Thats', 'income', 'come']
['depend', 'natural', 'resource', 'thus', 'changing', 'easy']
['use', 'natural', 'resource']
['depend', 'agriculture', 'natural', 'resource', 'like', 'forest']
['mostly', 'use', 'goat', 'pig', 'livelihood']
['livelihood', 'engage', 'keeping', 'goat', 'fish', 'farming']
['livelihood', 'like', 'keeping', 'goat', 'chicken', 'gardening', 'hiring', 'wedding', 'dress']
['use', 'domesticated', 'animal']
['use']
['thing', 'learning', 'already']
['money', 'protection', 'environment', 'yet', 'money', 'carbon', 'trade', 'waiting', 'long', 'time']
['used']
['changing', 'another', 'lifestyle', 'mean', 'starting', 'new', 'life']
['currently', 'drought', 'thus', 'difficult', 'change']
['natural', 'resource', 'given', 'u', 'God', 'depend', 'root', 'tree', 'medicine', 'fruit']
['one', 'activity', 'farming', 'thus', 'changing', 'difficult']
['livelihood', 'based', 'farming']
['always', 'use', 'product', 'forest']
['livelihood', 'difficult', 'moment', 'climate', 'change']
['problem', 'thus', 'change']
['person', 'change', 'unless', 'person', 'shown']
['manage', 'live', 'without', 'depending', 'forest', 'like', 'craw', 'use', 'tree']
['starting', 'point', 'difficult', 'change', 'need', 'finance']
['livelihood', 'shifting']
['livelihood']
['sure', 'future', 'thus', 'cannaot', 'change']
['challenge']
['firewood', 'depend', 'tree', 'thus', 'challenge', 'change', 'Agriculture', 'mean', 'cutting', 'tree', 'building', 'house', 'depends', 'tree', 'Also', 'piggery', 'project', 'done', 'market', 'thus', 'project', 'effective']
['difficult', 'money', 'pig', 'keeping', 'challenge', 'looking', 'die']
['person', 'leading', 'better', 'life', 'change']
['old', 'age', 'thus', 'change', 'livelihood']
['continue', 'trying']
In [149]:
CLE_R3["Change_Livelihood_Easy_Reasons"] = CLE_R3["Change_Livelihood_Easy_Reasons"].fillna("")  
CLE_R3["Change_Livelihood_Easy_Reasons"] = CLE_R3["Change_Livelihood_Easy_Reasons"].astype(str)
CLE_R3_Text = " ".join(CLE_R1["Change_Livelihood_Easy_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CLE_R3_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Change Livelihood Easy", loc="left", fontsize=20, pad=20)
plt.axis("off")  
plt.show()
No description has been provided for this image

11.8 Main Project and Ecosystem Service Reduction¶

In [319]:
ESR_grouped = df2.groupby('Name_Main_Project')['Ecosystem_Services_Reduced'].value_counts(dropna=False)
In [320]:
ESR_grouped1 = pd.DataFrame(ESR_grouped)
In [321]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = ESR_grouped1, x="count", y="Name_Main_Project", hue="Ecosystem_Services_Reduced", hue_order=hue_order, legend=True)
ax.set_title("Figure 20: Number of Responses in each of the main Project on if Ecosystem services have Reduced", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.9 Main project and Deforestation Increase¶

In [322]:
DI_grouped = df2.groupby('Name_Main_Project')['Deforestaion_Increased'].value_counts(dropna=False)
In [323]:
DI_grouped1 = pd.DataFrame(DI_grouped)
In [324]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = DI_grouped1, x="count", y="Name_Main_Project", hue="Deforestaion_Increased", hue_order=hue_order, legend=True)
ax.set_title("Figure 21: Number of Responses in each of the main Project on if Deforestation has Increased", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.10 Main project and Protected Areas as a Hinderance¶

In [325]:
PAHL_grouped = df2.groupby('Name_Main_Project')['Protected_Areas_Hinderarnce_Livelihood'].value_counts(dropna=False)
In [326]:
PAHL_grouped1 = pd.DataFrame(PAHL_grouped)
In [327]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = PAHL_grouped1, x="count", y="Name_Main_Project", hue="Protected_Areas_Hinderarnce_Livelihood", hue_order=hue_order, legend=True)
ax.set_title("Figure 22: Number of Responses in each of the main Project on if Protected Areas are a Hinderance to Livelihood", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.11 Main Project and New Livelihood Projects¶

In [328]:
NLP_grouped = df2.groupby('Name_Main_Project')['New_Livelihood_Projects'].value_counts(dropna=False)
In [329]:
NLP_grouped1 = pd.DataFrame(NLP_grouped)
In [330]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = NLP_grouped1, x="count", y="Name_Main_Project", hue="New_Livelihood_Projects", hue_order=hue_order, legend=True)
ax.set_title("Figure 23: Number of Responses in each of the main Project on if some Livelihood Subprojects not Implemented", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

11.12 Main Project and Sustainability of Subprojects¶

In [331]:
SSC_grouped = df2.groupby('Name_Main_Project')['Subprojects_Sustainability_Contribution'].value_counts(dropna=False)
In [332]:
SSC_grouped1 = pd.DataFrame(SSC_grouped)
In [333]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = SSC_grouped1, x="count", y="Name_Main_Project", hue="Subprojects_Sustainability_Contribution", hue_order=hue_order, legend=True)
ax.set_title("Figure 24: Number of Responses in each of the main Project on if Subprojects Contribute to Sustainability", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
    ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
No description has been provided for this image

[Back to top]

12. Converting the Notebook¶

In [338]:
with open('02_Landscape_Transformation_Livelihood.ipynb', 'r') as f:
    notebook = nbformat.read(f, as_version=4)

# Initialize the HTML Exporter
html_exporter = HTMLExporter()
(body, resources) = html_exporter.from_notebook_node(notebook)

# Save the HTML output
with open('02_Landscape_Transformation_Livelihood.html', 'w') as f:
    f.write(body)

print("Conversion to HTML completed!")
Conversion to HTML completed!

[Back to top]